{"cells":[{"cell_type":"code","source":"# Pandas is used for data manipulation\nimport pandas as pd\n\n# Read in data as a dataframe\nfeatures = pd.read_csv('./datalab/62821/temps_extended.csv')","metadata":{},"execution_count":2,"outputs":[]},{"cell_type":"code","source":"# One Hot Encoding\nfeatures = pd.get_dummies(features)\n\n# Extract features and labels\nlabels = features['actual']\nfeatures = features.drop('actual', axis = 1)\n\n# List of features for later use\nfeature_list = list(features.columns)\n\n# Convert to numpy arrays\nimport numpy as np\n\nfeatures = np.array(features)\nlabels = np.array(labels)\n\n# Training and Testing Sets\nfrom sklearn.model_selection import train_test_split\n\ntrain_features, test_features, train_labels, test_labels = train_test_split(features, labels, \n                                                                            test_size = 0.25, random_state = 42)","metadata":{},"execution_count":3,"outputs":[]},{"cell_type":"code","source":"print('Training Features Shape:', train_features.shape)\nprint('Training Labels Shape:', train_labels.shape)\nprint('Testing Features Shape:', test_features.shape)\nprint('Testing Labels Shape:', test_labels.shape)","metadata":{},"execution_count":4,"outputs":[{"name":"stdout","text":"Training Features Shape: (1643, 17)\nTraining Labels Shape: (1643,)\nTesting Features Shape: (548, 17)\nTesting Labels Shape: (548,)\n","output_type":"stream"}]},{"cell_type":"code","source":"print('{:0.1f} years of data in the training set'.format(train_features.shape[0] / 365.))\nprint('{:0.1f} years of data in the test set'.format(test_features.shape[0] / 365.))","metadata":{},"execution_count":5,"outputs":[{"name":"stdout","text":"4.5 years of data in the training set\n1.5 years of data in the test set\n","output_type":"stream"}]},{"cell_type":"markdown","source":"## 选择那6个重要性比较高的特征\n","metadata":{}},{"cell_type":"code","source":"# Names of five importances accounting for 95% of total importance\nimportant_feature_names = ['temp_1', 'average', 'ws_1', 'temp_2', 'friend', 'year']\n\n# Find the columns of the most important features\nimportant_indices = [feature_list.index(feature) for feature in important_feature_names]\n\n# Create training and testing sets with only the important features\nimportant_train_features = train_features[:, important_indices]\nimportant_test_features = test_features[:, important_indices]\n\n# Sanity check on operations\nprint('Important train features shape:', important_train_features.shape)\nprint('Important test features shape:', important_test_features.shape)","metadata":{},"execution_count":6,"outputs":[{"name":"stdout","text":"Important train features shape: (1643, 6)\nImportant test features shape: (548, 6)\n","output_type":"stream"}]},{"cell_type":"code","source":"# Use only the most important features\ntrain_features = important_train_features[:]\ntest_features = important_test_features[:]\n\n# Update feature list for visualizations\nfeature_list = important_feature_names[:]","metadata":{},"execution_count":7,"outputs":[]},{"cell_type":"markdown","source":"### 开始调节新的参数","metadata":{}},{"cell_type":"code","source":"from sklearn.ensemble import RandomForestRegressor\n\nrf = RandomForestRegressor(random_state = 42)\n\nfrom pprint import pprint\n\n# 打印所有参数\npprint(rf.get_params())","metadata":{},"execution_count":8,"outputs":[{"name":"stdout","text":"{'bootstrap': True,\n 'criterion': 'mse',\n 'max_depth': None,\n 'max_features': 'auto',\n 'max_leaf_nodes': None,\n 'min_impurity_decrease': 0.0,\n 'min_impurity_split': None,\n 'min_samples_leaf': 1,\n 'min_samples_split': 2,\n 'min_weight_fraction_leaf': 0.0,\n 'n_estimators': 10,\n 'n_jobs': 1,\n 'oob_score': False,\n 'random_state': 42,\n 'verbose': 0,\n 'warm_start': False}\n","output_type":"stream"}]},{"cell_type":"markdown","source":"# 开始尝试","metadata":{}},{"cell_type":"markdown","source":"RandomizedSearchCV","metadata":{}},{"cell_type":"code","source":"from sklearn.model_selection import RandomizedSearchCV\n\n# 建立树的个数\nn_estimators = [int(x) for x in np.linspace(start = 200, stop = 2000, num = 10)]\n# 最大特征的选择方式\nmax_features = ['auto', 'sqrt']\n# 树的最大深度\nmax_depth = [int(x) for x in np.linspace(10, 20, num = 2)]\nmax_depth.append(None)\n# 节点最小分裂所需样本个数\nmin_samples_split = [2, 5, 10]\n# 叶子节点最小样本数，任何分裂不能让其子节点样本数少于此值\nmin_samples_leaf = [1, 2, 4]\n# 样本采样方法\nbootstrap = [True, False]\n\n# Random grid\nrandom_grid = {'n_estimators': n_estimators,\n               'max_features': max_features,\n               'max_depth': max_depth,\n               'min_samples_split': min_samples_split,\n               'min_samples_leaf': min_samples_leaf,\n               'bootstrap': bootstrap}","metadata":{},"execution_count":9,"outputs":[]},{"cell_type":"code","source":"# 随机选择最合适的参数组合\nrf = RandomForestRegressor()\n\nrf_random = RandomizedSearchCV(estimator=rf, param_distributions=random_grid,\n                              n_iter = 100, scoring='neg_mean_absolute_error', \n                              cv = 3, verbose=2, random_state=42, n_jobs=-1)\n\n# 执行寻找操作\nrf_random.fit(train_features, train_labels)","metadata":{},"execution_count":15,"outputs":[{"name":"stdout","text":"Fitting 3 folds for each of 100 candidates, totalling 300 fits\n[CV] n_estimators=800, min_samples_split=2, min_samples_leaf=4, max_features=auto, max_depth=None, bootstrap=True \n[CV] n_estimators=800, min_samples_split=2, min_samples_leaf=4, max_features=auto, max_depth=None, bootstrap=True \n[CV] n_estimators=800, min_samples_split=2, min_samples_leaf=4, max_features=auto, max_depth=None, bootstrap=True \n[CV] n_estimators=1800, min_samples_split=2, min_samples_leaf=1, max_features=auto, max_depth=10, bootstrap=False \n[CV]  n_estimators=800, min_samples_split=2, min_samples_leaf=4, max_features=auto, max_depth=None, bootstrap=True, total=   3.4s\n[CV]  n_estimators=800, min_samples_split=2, min_samples_leaf=4, max_features=auto, max_depth=None, bootstrap=True, total=   3.4s\n[CV] n_estimators=1800, min_samples_split=2, min_samples_leaf=1, max_features=auto, max_depth=10, bootstrap=False \n[CV] n_estimators=1800, min_samples_split=2, min_samples_leaf=1, max_features=auto, max_depth=10, bootstrap=False \n[CV]  n_estimators=800, min_samples_split=2, min_samples_leaf=4, max_features=auto, max_depth=None, bootstrap=True, total=   3.5s\n[CV] n_estimators=400, min_samples_split=5, min_samples_leaf=1, max_features=auto, max_depth=20, bootstrap=False \n[CV]  n_estimators=400, min_samples_split=5, min_samples_leaf=1, max_features=auto, max_depth=20, bootstrap=False, total=   2.9s\n[CV] n_estimators=400, min_samples_split=5, min_samples_leaf=1, max_features=auto, max_depth=20, bootstrap=False \n[CV]  n_estimators=400, min_samples_split=5, min_samples_leaf=1, max_features=auto, max_depth=20, bootstrap=False, total=   3.4s\n[CV] n_estimators=400, min_samples_split=5, min_samples_leaf=1, max_features=auto, max_depth=20, bootstrap=False \n[CV]  n_estimators=1800, min_samples_split=2, min_samples_leaf=1, max_features=auto, max_depth=10, bootstrap=False, total=  12.4s\n[CV] n_estimators=1800, min_samples_split=5, min_samples_leaf=2, max_features=auto, max_depth=10, bootstrap=False \n[CV]  n_estimators=400, min_samples_split=5, min_samples_leaf=1, max_features=auto, max_depth=20, bootstrap=False, total=   3.0s\n[CV] n_estimators=1800, min_samples_split=5, min_samples_leaf=2, max_features=auto, max_depth=10, bootstrap=False \n[CV]  n_estimators=1800, min_samples_split=2, min_samples_leaf=1, max_features=auto, max_depth=10, bootstrap=False, total=  12.4s\n[CV] n_estimators=1800, min_samples_split=5, min_samples_leaf=2, max_features=auto, max_depth=10, bootstrap=False \n[CV]  n_estimators=1800, min_samples_split=2, min_samples_leaf=1, max_features=auto, max_depth=10, bootstrap=False, total=  12.4s\n[CV] n_estimators=400, min_samples_split=2, min_samples_leaf=4, max_features=sqrt, max_depth=None, bootstrap=False \n[CV]  n_estimators=400, min_samples_split=2, min_samples_leaf=4, max_features=sqrt, max_depth=None, bootstrap=False, total=   1.5s\n[CV] n_estimators=400, min_samples_split=2, min_samples_leaf=4, max_features=sqrt, max_depth=None, bootstrap=False \n[CV]  n_estimators=400, min_samples_split=2, min_samples_leaf=4, max_features=sqrt, max_depth=None, bootstrap=False, total=   1.6s\n[CV] n_estimators=400, min_samples_split=2, min_samples_leaf=4, max_features=sqrt, max_depth=None, bootstrap=False \n[CV]  n_estimators=400, min_samples_split=2, min_samples_leaf=4, max_features=sqrt, max_depth=None, bootstrap=False, total=   1.3s\n[CV] n_estimators=1400, min_samples_split=5, min_samples_leaf=4, max_features=auto, max_depth=10, bootstrap=False \n[CV]  n_estimators=1800, min_samples_split=5, min_samples_leaf=2, max_features=auto, max_depth=10, bootstrap=False, total=  11.6s\n[CV] n_estimators=1400, min_samples_split=5, min_samples_leaf=4, max_features=auto, max_depth=10, bootstrap=False \n[CV]  n_estimators=1800, min_samples_split=5, min_samples_leaf=2, max_features=auto, max_depth=10, bootstrap=False, total=  11.7s\n[CV] n_estimators=1400, min_samples_split=5, min_samples_leaf=4, max_features=auto, max_depth=10, bootstrap=False \n[CV]  n_estimators=1800, min_samples_split=5, min_samples_leaf=2, max_features=auto, max_depth=10, bootstrap=False, total=  11.7s\n[CV] n_estimators=400, min_samples_split=2, min_samples_leaf=1, max_features=sqrt, max_depth=None, bootstrap=False \n[CV]  n_estimators=1400, min_samples_split=5, min_samples_leaf=4, max_features=auto, max_depth=10, bootstrap=False, total=   8.4s\n[CV] n_estimators=400, min_samples_split=2, min_samples_leaf=1, max_features=sqrt, max_depth=None, bootstrap=False \n[CV]  n_estimators=400, min_samples_split=2, min_samples_leaf=1, max_features=sqrt, max_depth=None, bootstrap=False, total=   2.1s\n[CV] n_estimators=400, min_samples_split=2, min_samples_leaf=1, max_features=sqrt, max_depth=None, bootstrap=False \n[CV]  n_estimators=400, min_samples_split=2, min_samples_leaf=1, max_features=sqrt, max_depth=None, bootstrap=False, total=   1.9s\n[CV] n_estimators=800, min_samples_split=2, min_samples_leaf=1, max_features=sqrt, max_depth=None, bootstrap=False \n[CV]  n_estimators=400, min_samples_split=2, min_samples_leaf=1, max_features=sqrt, max_depth=None, bootstrap=False, total=   1.8s\n[CV] n_estimators=800, min_samples_split=2, min_samples_leaf=1, max_features=sqrt, max_depth=None, bootstrap=False \n[CV]  n_estimators=1400, min_samples_split=5, min_samples_leaf=4, max_features=auto, max_depth=10, bootstrap=False, total=   8.5s\n[CV] n_estimators=800, min_samples_split=2, min_samples_leaf=1, max_features=sqrt, max_depth=None, bootstrap=False \n[CV]  n_estimators=1400, min_samples_split=5, min_samples_leaf=4, max_features=auto, max_depth=10, bootstrap=False, total=   8.5s\n[CV] n_estimators=400, min_samples_split=10, min_samples_leaf=4, max_features=sqrt, max_depth=None, bootstrap=False \n[CV]  n_estimators=400, min_samples_split=10, min_samples_leaf=4, max_features=sqrt, max_depth=None, bootstrap=False, total=   1.4s\n[CV] n_estimators=400, min_samples_split=10, min_samples_leaf=4, max_features=sqrt, max_depth=None, bootstrap=False \n[CV]  n_estimators=800, min_samples_split=2, min_samples_leaf=1, max_features=sqrt, max_depth=None, bootstrap=False, total=   3.7s\n[CV] n_estimators=400, min_samples_split=10, min_samples_leaf=4, max_features=sqrt, max_depth=None, bootstrap=False \n[CV]  n_estimators=800, min_samples_split=2, min_samples_leaf=1, max_features=sqrt, max_depth=None, bootstrap=False, total=   4.0s\n[CV]  n_estimators=400, min_samples_split=10, min_samples_leaf=4, max_features=sqrt, max_depth=None, bootstrap=False, total=   1.3s\n[CV] n_estimators=800, min_samples_split=10, min_samples_leaf=1, max_features=auto, max_depth=None, bootstrap=False \n[CV] n_estimators=800, min_samples_split=10, min_samples_leaf=1, max_features=auto, max_depth=None, bootstrap=False \n[CV]  n_estimators=400, min_samples_split=10, min_samples_leaf=4, max_features=sqrt, max_depth=None, bootstrap=False, total=   1.4s\n[CV] n_estimators=800, min_samples_split=10, min_samples_leaf=1, max_features=auto, max_depth=None, bootstrap=False \n[CV]  n_estimators=800, min_samples_split=2, min_samples_leaf=1, max_features=sqrt, max_depth=None, bootstrap=False, total=   4.0s\n[CV] n_estimators=1800, min_samples_split=10, min_samples_leaf=2, max_features=sqrt, max_depth=None, bootstrap=False \n[CV]  n_estimators=800, min_samples_split=10, min_samples_leaf=1, max_features=auto, max_depth=None, bootstrap=False, total=   5.6s\n[CV] n_estimators=1800, min_samples_split=10, min_samples_leaf=2, max_features=sqrt, max_depth=None, bootstrap=False \n[CV]  n_estimators=800, min_samples_split=10, min_samples_leaf=1, max_features=auto, max_depth=None, bootstrap=False, total=   5.7s\n[CV] n_estimators=1800, min_samples_split=10, min_samples_leaf=2, max_features=sqrt, max_depth=None, bootstrap=False \n[CV]  n_estimators=800, min_samples_split=10, min_samples_leaf=1, max_features=auto, max_depth=None, bootstrap=False, total=   5.5s\n[CV] n_estimators=400, min_samples_split=5, min_samples_leaf=2, max_features=auto, max_depth=10, bootstrap=False \n[CV]  n_estimators=1800, min_samples_split=10, min_samples_leaf=2, max_features=sqrt, max_depth=None, bootstrap=False, total=   6.4s\n[CV] n_estimators=400, min_samples_split=5, min_samples_leaf=2, max_features=auto, max_depth=10, bootstrap=False \n[CV]  n_estimators=400, min_samples_split=5, min_samples_leaf=2, max_features=auto, max_depth=10, bootstrap=False, total=   2.5s\n[CV] n_estimators=400, min_samples_split=5, min_samples_leaf=2, max_features=auto, max_depth=10, bootstrap=False \n[CV]  n_estimators=400, min_samples_split=5, min_samples_leaf=2, max_features=auto, max_depth=10, bootstrap=False, total=   2.5s\n[CV] n_estimators=1000, min_samples_split=2, min_samples_leaf=1, max_features=sqrt, max_depth=10, bootstrap=False \n","output_type":"stream"},{"name":"stderr","text":"[Parallel(n_jobs=-1)]: Done  33 tasks      | elapsed:   47.3s\n","output_type":"stream"},{"name":"stdout","text":"[CV]  n_estimators=400, min_samples_split=5, min_samples_leaf=2, max_features=auto, max_depth=10, bootstrap=False, total=   2.8s\n[CV] n_estimators=1000, min_samples_split=2, min_samples_leaf=1, max_features=sqrt, max_depth=10, bootstrap=False \n[CV]  n_estimators=1800, min_samples_split=10, min_samples_leaf=2, max_features=sqrt, max_depth=None, bootstrap=False, total=   6.4s\n[CV] n_estimators=1000, min_samples_split=2, min_samples_leaf=1, max_features=sqrt, max_depth=10, bootstrap=False \n[CV]  n_estimators=1800, min_samples_split=10, min_samples_leaf=2, max_features=sqrt, max_depth=None, bootstrap=False, total=   6.7s\n[CV] n_estimators=1800, min_samples_split=2, min_samples_leaf=4, max_features=sqrt, max_depth=10, bootstrap=True \n[CV]  n_estimators=1000, min_samples_split=2, min_samples_leaf=1, max_features=sqrt, max_depth=10, bootstrap=False, total=   4.4s\n[CV] n_estimators=1800, min_samples_split=2, min_samples_leaf=4, max_features=sqrt, max_depth=10, bootstrap=True \n[CV]  n_estimators=1000, min_samples_split=2, min_samples_leaf=1, max_features=sqrt, max_depth=10, bootstrap=False, total=   3.9s\n[CV] n_estimators=1800, min_samples_split=2, min_samples_leaf=4, max_features=sqrt, max_depth=10, bootstrap=True \n[CV]  n_estimators=1000, min_samples_split=2, min_samples_leaf=1, max_features=sqrt, max_depth=10, bootstrap=False, total=   3.7s\n[CV] n_estimators=1200, min_samples_split=2, min_samples_leaf=1, max_features=auto, max_depth=None, bootstrap=True \n[CV]  n_estimators=1800, min_samples_split=2, min_samples_leaf=4, max_features=sqrt, max_depth=10, bootstrap=True, total=   5.0s\n[CV] n_estimators=1200, min_samples_split=2, min_samples_leaf=1, max_features=auto, max_depth=None, bootstrap=True \n[CV]  n_estimators=1800, min_samples_split=2, min_samples_leaf=4, max_features=sqrt, max_depth=10, bootstrap=True, total=   4.9s\n[CV] n_estimators=1200, min_samples_split=2, min_samples_leaf=1, max_features=auto, max_depth=None, bootstrap=True \n[CV]  n_estimators=1800, min_samples_split=2, min_samples_leaf=4, max_features=sqrt, max_depth=10, bootstrap=True, total=   5.5s\n[CV] n_estimators=1800, min_samples_split=10, min_samples_leaf=4, max_features=auto, max_depth=None, bootstrap=True \n[CV]  n_estimators=1200, min_samples_split=2, min_samples_leaf=1, max_features=auto, max_depth=None, bootstrap=True, total=   7.5s\n[CV] n_estimators=1800, min_samples_split=10, min_samples_leaf=4, max_features=auto, max_depth=None, bootstrap=True \n[CV]  n_estimators=1200, min_samples_split=2, min_samples_leaf=1, max_features=auto, max_depth=None, bootstrap=True, total=   7.7s\n[CV] n_estimators=1800, min_samples_split=10, min_samples_leaf=4, max_features=auto, max_depth=None, bootstrap=True \n[CV]  n_estimators=1200, min_samples_split=2, min_samples_leaf=1, max_features=auto, max_depth=None, bootstrap=True, total=   7.0s\n[CV] n_estimators=800, min_samples_split=2, min_samples_leaf=4, max_features=sqrt, max_depth=20, bootstrap=True \n[CV]  n_estimators=800, min_samples_split=2, min_samples_leaf=4, max_features=sqrt, max_depth=20, bootstrap=True, total=   2.1s\n[CV] n_estimators=800, min_samples_split=2, min_samples_leaf=4, max_features=sqrt, max_depth=20, bootstrap=True \n[CV]  n_estimators=1800, min_samples_split=10, min_samples_leaf=4, max_features=auto, max_depth=None, bootstrap=True, total=   7.8s\n[CV] n_estimators=800, min_samples_split=2, min_samples_leaf=4, max_features=sqrt, max_depth=20, bootstrap=True \n[CV]  n_estimators=800, min_samples_split=2, min_samples_leaf=4, max_features=sqrt, max_depth=20, bootstrap=True, total=   2.6s\n[CV] n_estimators=1200, min_samples_split=5, min_samples_leaf=2, max_features=sqrt, max_depth=None, bootstrap=True \n[CV]  n_estimators=800, min_samples_split=2, min_samples_leaf=4, max_features=sqrt, max_depth=20, bootstrap=True, total=   2.6s\n[CV] n_estimators=1200, min_samples_split=5, min_samples_leaf=2, max_features=sqrt, max_depth=None, bootstrap=True \n[CV]  n_estimators=1800, min_samples_split=10, min_samples_leaf=4, max_features=auto, max_depth=None, bootstrap=True, total=   7.7s\n[CV] n_estimators=1200, min_samples_split=5, min_samples_leaf=2, max_features=sqrt, max_depth=None, bootstrap=True \n[CV]  n_estimators=1200, min_samples_split=5, min_samples_leaf=2, max_features=sqrt, max_depth=None, bootstrap=True, total=   3.7s\n[CV] n_estimators=600, min_samples_split=5, min_samples_leaf=1, max_features=auto, max_depth=None, bootstrap=False \n[CV]  n_estimators=1800, min_samples_split=10, min_samples_leaf=4, max_features=auto, max_depth=None, bootstrap=True, total=  10.1s\n[CV] n_estimators=600, min_samples_split=5, min_samples_leaf=1, max_features=auto, max_depth=None, bootstrap=False \n[CV]  n_estimators=1200, min_samples_split=5, min_samples_leaf=2, max_features=sqrt, max_depth=None, bootstrap=True, total=   5.2s\n[CV] n_estimators=600, min_samples_split=5, min_samples_leaf=1, max_features=auto, max_depth=None, bootstrap=False \n[CV]  n_estimators=1200, min_samples_split=5, min_samples_leaf=2, max_features=sqrt, max_depth=None, bootstrap=True, total=   4.6s\n[CV] n_estimators=800, min_samples_split=10, min_samples_leaf=4, max_features=sqrt, max_depth=20, bootstrap=False \n[CV]  n_estimators=800, min_samples_split=10, min_samples_leaf=4, max_features=sqrt, max_depth=20, bootstrap=False, total=   2.7s\n[CV] n_estimators=800, min_samples_split=10, min_samples_leaf=4, max_features=sqrt, max_depth=20, bootstrap=False \n[CV]  n_estimators=600, min_samples_split=5, min_samples_leaf=1, max_features=auto, max_depth=None, bootstrap=False, total=   4.6s\n[CV] n_estimators=800, min_samples_split=10, min_samples_leaf=4, max_features=sqrt, max_depth=20, bootstrap=False \n[CV]  n_estimators=600, min_samples_split=5, min_samples_leaf=1, max_features=auto, max_depth=None, bootstrap=False, total=   4.9s\n[CV] n_estimators=1400, min_samples_split=10, min_samples_leaf=2, max_features=auto, max_depth=10, bootstrap=True \n[CV]  n_estimators=600, min_samples_split=5, min_samples_leaf=1, max_features=auto, max_depth=None, bootstrap=False, total=   4.5s\n[CV] n_estimators=1400, min_samples_split=10, min_samples_leaf=2, max_features=auto, max_depth=10, bootstrap=True \n[CV]  n_estimators=800, min_samples_split=10, min_samples_leaf=4, max_features=sqrt, max_depth=20, bootstrap=False, total=   2.8s\n[CV] n_estimators=1400, min_samples_split=10, min_samples_leaf=2, max_features=auto, max_depth=10, bootstrap=True \n[CV]  n_estimators=800, min_samples_split=10, min_samples_leaf=4, max_features=sqrt, max_depth=20, bootstrap=False, total=   2.6s\n[CV] n_estimators=200, min_samples_split=5, min_samples_leaf=4, max_features=auto, max_depth=10, bootstrap=True \n[CV]  n_estimators=200, min_samples_split=5, min_samples_leaf=4, max_features=auto, max_depth=10, bootstrap=True, total=   0.9s\n[CV] n_estimators=200, min_samples_split=5, min_samples_leaf=4, max_features=auto, max_depth=10, bootstrap=True \n[CV]  n_estimators=200, min_samples_split=5, min_samples_leaf=4, max_features=auto, max_depth=10, bootstrap=True, total=   0.8s\n[CV] n_estimators=200, min_samples_split=5, min_samples_leaf=4, max_features=auto, max_depth=10, bootstrap=True \n[CV]  n_estimators=200, min_samples_split=5, min_samples_leaf=4, max_features=auto, max_depth=10, bootstrap=True, total=   0.8s\n[CV] n_estimators=1200, min_samples_split=2, min_samples_leaf=2, max_features=sqrt, max_depth=None, bootstrap=True \n[CV]  n_estimators=1400, min_samples_split=10, min_samples_leaf=2, max_features=auto, max_depth=10, bootstrap=True, total=   6.3s\n[CV] n_estimators=1200, min_samples_split=2, min_samples_leaf=2, max_features=sqrt, max_depth=None, bootstrap=True \n[CV]  n_estimators=1400, min_samples_split=10, min_samples_leaf=2, max_features=auto, max_depth=10, bootstrap=True, total=   6.2s\n[CV] n_estimators=1200, min_samples_split=2, min_samples_leaf=2, max_features=sqrt, max_depth=None, bootstrap=True \n[CV]  n_estimators=1400, min_samples_split=10, min_samples_leaf=2, max_features=auto, max_depth=10, bootstrap=True, total=   6.0s\n[CV] n_estimators=1800, min_samples_split=10, min_samples_leaf=1, max_features=auto, max_depth=None, bootstrap=True \n[CV]  n_estimators=1200, min_samples_split=2, min_samples_leaf=2, max_features=sqrt, max_depth=None, bootstrap=True, total=   4.0s\n[CV] n_estimators=1800, min_samples_split=10, min_samples_leaf=1, max_features=auto, max_depth=None, bootstrap=True \n[CV]  n_estimators=1200, min_samples_split=2, min_samples_leaf=2, max_features=sqrt, max_depth=None, bootstrap=True, total=   4.1s\n[CV] n_estimators=1800, min_samples_split=10, min_samples_leaf=1, max_features=auto, max_depth=None, bootstrap=True \n[CV]  n_estimators=1200, min_samples_split=2, min_samples_leaf=2, max_features=sqrt, max_depth=None, bootstrap=True, total=   4.3s\n[CV] n_estimators=1800, min_samples_split=5, min_samples_leaf=4, max_features=sqrt, max_depth=None, bootstrap=True \n[CV]  n_estimators=1800, min_samples_split=5, min_samples_leaf=4, max_features=sqrt, max_depth=None, bootstrap=True, total=   5.0s\n[CV] n_estimators=1800, min_samples_split=5, min_samples_leaf=4, max_features=sqrt, max_depth=None, bootstrap=True \n[CV]  n_estimators=1800, min_samples_split=10, min_samples_leaf=1, max_features=auto, max_depth=None, bootstrap=True, total=   9.0s\n[CV] n_estimators=1800, min_samples_split=5, min_samples_leaf=4, max_features=sqrt, max_depth=None, bootstrap=True \n[CV]  n_estimators=1800, min_samples_split=10, min_samples_leaf=1, max_features=auto, max_depth=None, bootstrap=True, total=   8.9s\n[CV] n_estimators=1600, min_samples_split=10, min_samples_leaf=4, max_features=auto, max_depth=None, bootstrap=False \n[CV]  n_estimators=1800, min_samples_split=10, min_samples_leaf=1, max_features=auto, max_depth=None, bootstrap=True, total=   9.2s\n[CV] n_estimators=1600, min_samples_split=10, min_samples_leaf=4, max_features=auto, max_depth=None, bootstrap=False \n[CV]  n_estimators=1800, min_samples_split=5, min_samples_leaf=4, max_features=sqrt, max_depth=None, bootstrap=True, total=   5.8s\n[CV] n_estimators=1600, min_samples_split=10, min_samples_leaf=4, max_features=auto, max_depth=None, bootstrap=False \n[CV]  n_estimators=1800, min_samples_split=5, min_samples_leaf=4, max_features=sqrt, max_depth=None, bootstrap=True, total=   5.2s\n[CV] n_estimators=1600, min_samples_split=10, min_samples_leaf=1, max_features=sqrt, max_depth=20, bootstrap=False \n[CV]  n_estimators=1600, min_samples_split=10, min_samples_leaf=4, max_features=auto, max_depth=None, bootstrap=False, total=   9.4s\n[CV] n_estimators=1600, min_samples_split=10, min_samples_leaf=1, max_features=sqrt, max_depth=20, bootstrap=False \n[CV]  n_estimators=1600, min_samples_split=10, min_samples_leaf=1, max_features=sqrt, max_depth=20, bootstrap=False, total=   6.0s\n[CV] n_estimators=1600, min_samples_split=10, min_samples_leaf=1, max_features=sqrt, max_depth=20, bootstrap=False \n[CV]  n_estimators=1600, min_samples_split=10, min_samples_leaf=4, max_features=auto, max_depth=None, bootstrap=False, total=   9.6s\n[CV] n_estimators=400, min_samples_split=5, min_samples_leaf=1, max_features=auto, max_depth=None, bootstrap=True \n[CV]  n_estimators=400, min_samples_split=5, min_samples_leaf=1, max_features=auto, max_depth=None, bootstrap=True, total=   2.3s\n[CV] n_estimators=400, min_samples_split=5, min_samples_leaf=1, max_features=auto, max_depth=None, bootstrap=True \n[CV]  n_estimators=1600, min_samples_split=10, min_samples_leaf=4, max_features=auto, max_depth=None, bootstrap=False, total=  10.0s\n[CV] n_estimators=400, min_samples_split=5, min_samples_leaf=1, max_features=auto, max_depth=None, bootstrap=True \n[CV]  n_estimators=1600, min_samples_split=10, min_samples_leaf=1, max_features=sqrt, max_depth=20, bootstrap=False, total=   5.9s\n[CV] n_estimators=2000, min_samples_split=2, min_samples_leaf=2, max_features=sqrt, max_depth=None, bootstrap=False \n[CV]  n_estimators=400, min_samples_split=5, min_samples_leaf=1, max_features=auto, max_depth=None, bootstrap=True, total=   2.0s\n[CV] n_estimators=2000, min_samples_split=2, min_samples_leaf=2, max_features=sqrt, max_depth=None, bootstrap=False \n[CV]  n_estimators=400, min_samples_split=5, min_samples_leaf=1, max_features=auto, max_depth=None, bootstrap=True, total=   2.1s\n[CV] n_estimators=2000, min_samples_split=2, min_samples_leaf=2, max_features=sqrt, max_depth=None, bootstrap=False \n[CV]  n_estimators=1600, min_samples_split=10, min_samples_leaf=1, max_features=sqrt, max_depth=20, bootstrap=False, total=   5.7s\n[CV] n_estimators=200, min_samples_split=5, min_samples_leaf=2, max_features=auto, max_depth=20, bootstrap=False \n[CV]  n_estimators=200, min_samples_split=5, min_samples_leaf=2, max_features=auto, max_depth=20, bootstrap=False, total=   1.4s\n[CV] n_estimators=200, min_samples_split=5, min_samples_leaf=2, max_features=auto, max_depth=20, bootstrap=False \n[CV]  n_estimators=200, min_samples_split=5, min_samples_leaf=2, max_features=auto, max_depth=20, bootstrap=False, total=   1.8s\n[CV] n_estimators=200, min_samples_split=5, min_samples_leaf=2, max_features=auto, max_depth=20, bootstrap=False \n[CV]  n_estimators=200, min_samples_split=5, min_samples_leaf=2, max_features=auto, max_depth=20, bootstrap=False, total=   1.4s\n[CV] n_estimators=1400, min_samples_split=10, min_samples_leaf=1, max_features=sqrt, max_depth=10, bootstrap=False \n[CV]  n_estimators=2000, min_samples_split=2, min_samples_leaf=2, max_features=sqrt, max_depth=None, bootstrap=False, total=   7.9s\n[CV] n_estimators=1400, min_samples_split=10, min_samples_leaf=1, max_features=sqrt, max_depth=10, bootstrap=False \n[CV]  n_estimators=2000, min_samples_split=2, min_samples_leaf=2, max_features=sqrt, max_depth=None, bootstrap=False, total=   8.1s\n[CV] n_estimators=1400, min_samples_split=10, min_samples_leaf=1, max_features=sqrt, max_depth=10, bootstrap=False \n[CV]  n_estimators=2000, min_samples_split=2, min_samples_leaf=2, max_features=sqrt, max_depth=None, bootstrap=False, total=   8.1s\n[CV] n_estimators=2000, min_samples_split=5, min_samples_leaf=2, max_features=sqrt, max_depth=10, bootstrap=False \n[CV]  n_estimators=1400, min_samples_split=10, min_samples_leaf=1, max_features=sqrt, max_depth=10, bootstrap=False, total=   4.7s\n[CV] n_estimators=2000, min_samples_split=5, min_samples_leaf=2, max_features=sqrt, max_depth=10, bootstrap=False \n[CV]  n_estimators=1400, min_samples_split=10, min_samples_leaf=1, max_features=sqrt, max_depth=10, bootstrap=False, total=   4.7s\n[CV] n_estimators=2000, min_samples_split=5, min_samples_leaf=2, max_features=sqrt, max_depth=10, bootstrap=False \n[CV]  n_estimators=1400, min_samples_split=10, min_samples_leaf=1, max_features=sqrt, max_depth=10, bootstrap=False, total=   4.6s\n[CV] n_estimators=400, min_samples_split=10, min_samples_leaf=2, max_features=auto, max_depth=10, bootstrap=True \n[CV]  n_estimators=400, min_samples_split=10, min_samples_leaf=2, max_features=auto, max_depth=10, bootstrap=True, total=   1.9s\n[CV] n_estimators=400, min_samples_split=10, min_samples_leaf=2, max_features=auto, max_depth=10, bootstrap=True \n[CV]  n_estimators=2000, min_samples_split=5, min_samples_leaf=2, max_features=sqrt, max_depth=10, bootstrap=False, total=   7.2s\n[CV] n_estimators=400, min_samples_split=10, min_samples_leaf=2, max_features=auto, max_depth=10, bootstrap=True \n[CV]  n_estimators=400, min_samples_split=10, min_samples_leaf=2, max_features=auto, max_depth=10, bootstrap=True, total=   1.7s\n[CV] n_estimators=1600, min_samples_split=2, min_samples_leaf=1, max_features=sqrt, max_depth=20, bootstrap=True \n[CV]  n_estimators=2000, min_samples_split=5, min_samples_leaf=2, max_features=sqrt, max_depth=10, bootstrap=False, total=   7.3s\n[CV] n_estimators=1600, min_samples_split=2, min_samples_leaf=1, max_features=sqrt, max_depth=20, bootstrap=True \n[CV]  n_estimators=400, min_samples_split=10, min_samples_leaf=2, max_features=auto, max_depth=10, bootstrap=True, total=   1.7s\n[CV] n_estimators=1600, min_samples_split=2, min_samples_leaf=1, max_features=sqrt, max_depth=20, bootstrap=True \n[CV]  n_estimators=2000, min_samples_split=5, min_samples_leaf=2, max_features=sqrt, max_depth=10, bootstrap=False, total=   7.2s\n[CV] n_estimators=1000, min_samples_split=10, min_samples_leaf=4, max_features=sqrt, max_depth=10, bootstrap=True \n[CV]  n_estimators=1600, min_samples_split=2, min_samples_leaf=1, max_features=sqrt, max_depth=20, bootstrap=True, total=   5.7s\n[CV] n_estimators=1000, min_samples_split=10, min_samples_leaf=4, max_features=sqrt, max_depth=10, bootstrap=True \n[CV]  n_estimators=1000, min_samples_split=10, min_samples_leaf=4, max_features=sqrt, max_depth=10, bootstrap=True, total=   3.1s\n[CV] n_estimators=1000, min_samples_split=10, min_samples_leaf=4, max_features=sqrt, max_depth=10, bootstrap=True \n[CV]  n_estimators=1600, min_samples_split=2, min_samples_leaf=1, max_features=sqrt, max_depth=20, bootstrap=True, total=   5.6s\n[CV] n_estimators=1600, min_samples_split=5, min_samples_leaf=4, max_features=auto, max_depth=10, bootstrap=False \n[CV]  n_estimators=1600, min_samples_split=2, min_samples_leaf=1, max_features=sqrt, max_depth=20, bootstrap=True, total=   6.4s\n[CV] n_estimators=1600, min_samples_split=5, min_samples_leaf=4, max_features=auto, max_depth=10, bootstrap=False \n[CV]  n_estimators=1000, min_samples_split=10, min_samples_leaf=4, max_features=sqrt, max_depth=10, bootstrap=True, total=   2.9s\n[CV] n_estimators=1600, min_samples_split=5, min_samples_leaf=4, max_features=auto, max_depth=10, bootstrap=False \n[CV]  n_estimators=1000, min_samples_split=10, min_samples_leaf=4, max_features=sqrt, max_depth=10, bootstrap=True, total=   2.9s\n[CV] n_estimators=400, min_samples_split=5, min_samples_leaf=2, max_features=auto, max_depth=20, bootstrap=False \n[CV]  n_estimators=400, min_samples_split=5, min_samples_leaf=2, max_features=auto, max_depth=20, bootstrap=False, total=   2.7s\n[CV] n_estimators=400, min_samples_split=5, min_samples_leaf=2, max_features=auto, max_depth=20, bootstrap=False \n[CV]  n_estimators=400, min_samples_split=5, min_samples_leaf=2, max_features=auto, max_depth=20, bootstrap=False, total=   2.8s\n[CV] n_estimators=400, min_samples_split=5, min_samples_leaf=2, max_features=auto, max_depth=20, bootstrap=False \n[CV]  n_estimators=1600, min_samples_split=5, min_samples_leaf=4, max_features=auto, max_depth=10, bootstrap=False, total=   9.5s\n[CV] n_estimators=1400, min_samples_split=10, min_samples_leaf=4, max_features=auto, max_depth=10, bootstrap=True \n[CV]  n_estimators=1600, min_samples_split=5, min_samples_leaf=4, max_features=auto, max_depth=10, bootstrap=False, total=   9.2s\n[CV] n_estimators=1400, min_samples_split=10, min_samples_leaf=4, max_features=auto, max_depth=10, bootstrap=True \n[CV]  n_estimators=400, min_samples_split=5, min_samples_leaf=2, max_features=auto, max_depth=20, bootstrap=False, total=   2.9s\n[CV] n_estimators=1400, min_samples_split=10, min_samples_leaf=4, max_features=auto, max_depth=10, bootstrap=True \n[CV]  n_estimators=1600, min_samples_split=5, min_samples_leaf=4, max_features=auto, max_depth=10, bootstrap=False, total=  10.0s\n[CV] n_estimators=2000, min_samples_split=2, min_samples_leaf=2, max_features=sqrt, max_depth=20, bootstrap=True \n[CV]  n_estimators=1400, min_samples_split=10, min_samples_leaf=4, max_features=auto, max_depth=10, bootstrap=True, total=   5.7s\n[CV] n_estimators=2000, min_samples_split=2, min_samples_leaf=2, max_features=sqrt, max_depth=20, bootstrap=True \n[CV]  n_estimators=1400, min_samples_split=10, min_samples_leaf=4, max_features=auto, max_depth=10, bootstrap=True, total=   6.0s\n[CV] n_estimators=2000, min_samples_split=2, min_samples_leaf=2, max_features=sqrt, max_depth=20, bootstrap=True \n[CV]  n_estimators=1400, min_samples_split=10, min_samples_leaf=4, max_features=auto, max_depth=10, bootstrap=True, total=   5.7s\n[CV] n_estimators=1400, min_samples_split=10, min_samples_leaf=4, max_features=sqrt, max_depth=None, bootstrap=False \n[CV]  n_estimators=2000, min_samples_split=2, min_samples_leaf=2, max_features=sqrt, max_depth=20, bootstrap=True, total=   7.0s\n[CV] n_estimators=1400, min_samples_split=10, min_samples_leaf=4, max_features=sqrt, max_depth=None, bootstrap=False \n[CV]  n_estimators=1400, min_samples_split=10, min_samples_leaf=4, max_features=sqrt, max_depth=None, bootstrap=False, total=   5.4s\n[CV] n_estimators=1400, min_samples_split=10, min_samples_leaf=4, max_features=sqrt, max_depth=None, bootstrap=False \n[CV]  n_estimators=2000, min_samples_split=2, min_samples_leaf=2, max_features=sqrt, max_depth=20, bootstrap=True, total=   6.7s\n[CV] n_estimators=2000, min_samples_split=10, min_samples_leaf=1, max_features=auto, max_depth=None, bootstrap=True \n[CV]  n_estimators=2000, min_samples_split=2, min_samples_leaf=2, max_features=sqrt, max_depth=20, bootstrap=True, total=   6.8s\n[CV] n_estimators=2000, min_samples_split=10, min_samples_leaf=1, max_features=auto, max_depth=None, bootstrap=True \n[CV]  n_estimators=1400, min_samples_split=10, min_samples_leaf=4, max_features=sqrt, max_depth=None, bootstrap=False, total=   4.7s\n[CV] n_estimators=2000, min_samples_split=10, min_samples_leaf=1, max_features=auto, max_depth=None, bootstrap=True \n[CV]  n_estimators=1400, min_samples_split=10, min_samples_leaf=4, max_features=sqrt, max_depth=None, bootstrap=False, total=   4.4s\n[CV] n_estimators=1400, min_samples_split=5, min_samples_leaf=4, max_features=sqrt, max_depth=10, bootstrap=False \n[CV]  n_estimators=1400, min_samples_split=5, min_samples_leaf=4, max_features=sqrt, max_depth=10, bootstrap=False, total=   5.2s\n[CV] n_estimators=1400, min_samples_split=5, min_samples_leaf=4, max_features=sqrt, max_depth=10, bootstrap=False \n[CV]  n_estimators=2000, min_samples_split=10, min_samples_leaf=1, max_features=auto, max_depth=None, bootstrap=True, total=  10.0s\n[CV] n_estimators=1400, min_samples_split=5, min_samples_leaf=4, max_features=sqrt, max_depth=10, bootstrap=False \n[CV]  n_estimators=2000, min_samples_split=10, min_samples_leaf=1, max_features=auto, max_depth=None, bootstrap=True, total=   9.8s\n[CV] n_estimators=1600, min_samples_split=5, min_samples_leaf=2, max_features=sqrt, max_depth=10, bootstrap=False \n[CV]  n_estimators=2000, min_samples_split=10, min_samples_leaf=1, max_features=auto, max_depth=None, bootstrap=True, total=   9.8s\n[CV] n_estimators=1600, min_samples_split=5, min_samples_leaf=2, max_features=sqrt, max_depth=10, bootstrap=False \n[CV]  n_estimators=1400, min_samples_split=5, min_samples_leaf=4, max_features=sqrt, max_depth=10, bootstrap=False, total=   4.5s\n[CV] n_estimators=1600, min_samples_split=5, min_samples_leaf=2, max_features=sqrt, max_depth=10, bootstrap=False \n[CV]  n_estimators=1400, min_samples_split=5, min_samples_leaf=4, max_features=sqrt, max_depth=10, bootstrap=False, total=   4.5s\n[CV] n_estimators=1000, min_samples_split=10, min_samples_leaf=2, max_features=auto, max_depth=None, bootstrap=False \n[CV]  n_estimators=1600, min_samples_split=5, min_samples_leaf=2, max_features=sqrt, max_depth=10, bootstrap=False, total=   5.7s\n[CV] n_estimators=1000, min_samples_split=10, min_samples_leaf=2, max_features=auto, max_depth=None, bootstrap=False \n[CV]  n_estimators=1600, min_samples_split=5, min_samples_leaf=2, max_features=sqrt, max_depth=10, bootstrap=False, total=   5.8s\n[CV] n_estimators=1000, min_samples_split=10, min_samples_leaf=2, max_features=auto, max_depth=None, bootstrap=False \n[CV]  n_estimators=1600, min_samples_split=5, min_samples_leaf=2, max_features=sqrt, max_depth=10, bootstrap=False, total=   5.9s\n[CV] n_estimators=600, min_samples_split=2, min_samples_leaf=1, max_features=sqrt, max_depth=None, bootstrap=False \n[CV]  n_estimators=1000, min_samples_split=10, min_samples_leaf=2, max_features=auto, max_depth=None, bootstrap=False, total=   6.5s\n[CV] n_estimators=600, min_samples_split=2, min_samples_leaf=1, max_features=sqrt, max_depth=None, bootstrap=False \n[CV]  n_estimators=1000, min_samples_split=10, min_samples_leaf=2, max_features=auto, max_depth=None, bootstrap=False, total=   6.2s\n[CV] n_estimators=600, min_samples_split=2, min_samples_leaf=1, max_features=sqrt, max_depth=None, bootstrap=False \n[CV]  n_estimators=600, min_samples_split=2, min_samples_leaf=1, max_features=sqrt, max_depth=None, bootstrap=False, total=   2.6s\n[CV] n_estimators=2000, min_samples_split=5, min_samples_leaf=1, max_features=sqrt, max_depth=10, bootstrap=True \n[CV]  n_estimators=1000, min_samples_split=10, min_samples_leaf=2, max_features=auto, max_depth=None, bootstrap=False, total=   6.1s\n[CV] n_estimators=2000, min_samples_split=5, min_samples_leaf=1, max_features=sqrt, max_depth=10, bootstrap=True \n[CV]  n_estimators=600, min_samples_split=2, min_samples_leaf=1, max_features=sqrt, max_depth=None, bootstrap=False, total=   2.9s\n[CV] n_estimators=2000, min_samples_split=5, min_samples_leaf=1, max_features=sqrt, max_depth=10, bootstrap=True \n[CV]  n_estimators=600, min_samples_split=2, min_samples_leaf=1, max_features=sqrt, max_depth=None, bootstrap=False, total=   2.9s\n[CV] n_estimators=1800, min_samples_split=10, min_samples_leaf=4, max_features=auto, max_depth=10, bootstrap=True \n[CV]  n_estimators=2000, min_samples_split=5, min_samples_leaf=1, max_features=sqrt, max_depth=10, bootstrap=True, total=   7.1s\n[CV] n_estimators=1800, min_samples_split=10, min_samples_leaf=4, max_features=auto, max_depth=10, bootstrap=True \n[CV]  n_estimators=2000, min_samples_split=5, min_samples_leaf=1, max_features=sqrt, max_depth=10, bootstrap=True, total=   8.1s\n[CV] n_estimators=1800, min_samples_split=10, min_samples_leaf=4, max_features=auto, max_depth=10, bootstrap=True \n[CV]  n_estimators=2000, min_samples_split=5, min_samples_leaf=1, max_features=sqrt, max_depth=10, bootstrap=True, total=   7.7s\n[CV] n_estimators=400, min_samples_split=2, min_samples_leaf=2, max_features=auto, max_depth=10, bootstrap=True \n[CV]  n_estimators=400, min_samples_split=2, min_samples_leaf=2, max_features=auto, max_depth=10, bootstrap=True, total=   2.0s\n[CV] n_estimators=400, min_samples_split=2, min_samples_leaf=2, max_features=auto, max_depth=10, bootstrap=True \n[CV]  n_estimators=1800, min_samples_split=10, min_samples_leaf=4, max_features=auto, max_depth=10, bootstrap=True, total=   9.2s\n[CV] n_estimators=400, min_samples_split=2, min_samples_leaf=2, max_features=auto, max_depth=10, bootstrap=True \n[CV]  n_estimators=400, min_samples_split=2, min_samples_leaf=2, max_features=auto, max_depth=10, bootstrap=True, total=   2.0s\n[CV] n_estimators=1600, min_samples_split=2, min_samples_leaf=4, max_features=auto, max_depth=20, bootstrap=False \n[CV]  n_estimators=400, min_samples_split=2, min_samples_leaf=2, max_features=auto, max_depth=10, bootstrap=True, total=   2.0s\n[CV] n_estimators=1600, min_samples_split=2, min_samples_leaf=4, max_features=auto, max_depth=20, bootstrap=False \n[CV]  n_estimators=1800, min_samples_split=10, min_samples_leaf=4, max_features=auto, max_depth=10, bootstrap=True, total=   8.5s\n[CV] n_estimators=1600, min_samples_split=2, min_samples_leaf=4, max_features=auto, max_depth=20, bootstrap=False \n[CV]  n_estimators=1800, min_samples_split=10, min_samples_leaf=4, max_features=auto, max_depth=10, bootstrap=True, total=   8.1s\n[CV] n_estimators=800, min_samples_split=2, min_samples_leaf=1, max_features=auto, max_depth=10, bootstrap=False \n[CV]  n_estimators=800, min_samples_split=2, min_samples_leaf=1, max_features=auto, max_depth=10, bootstrap=False, total=   5.5s\n[CV] n_estimators=800, min_samples_split=2, min_samples_leaf=1, max_features=auto, max_depth=10, bootstrap=False \n[CV]  n_estimators=1600, min_samples_split=2, min_samples_leaf=4, max_features=auto, max_depth=20, bootstrap=False, total=   9.1s\n[CV] n_estimators=800, min_samples_split=2, min_samples_leaf=1, max_features=auto, max_depth=10, bootstrap=False \n[CV]  n_estimators=1600, min_samples_split=2, min_samples_leaf=4, max_features=auto, max_depth=20, bootstrap=False, total=  10.0s\n[CV] n_estimators=600, min_samples_split=5, min_samples_leaf=1, max_features=auto, max_depth=20, bootstrap=True \n[CV]  n_estimators=1600, min_samples_split=2, min_samples_leaf=4, max_features=auto, max_depth=20, bootstrap=False, total=  10.4s\n[CV] n_estimators=600, min_samples_split=5, min_samples_leaf=1, max_features=auto, max_depth=20, bootstrap=True \n[CV]  n_estimators=600, min_samples_split=5, min_samples_leaf=1, max_features=auto, max_depth=20, bootstrap=True, total=   3.0s\n[CV] n_estimators=600, min_samples_split=5, min_samples_leaf=1, max_features=auto, max_depth=20, bootstrap=True \n[CV]  n_estimators=800, min_samples_split=2, min_samples_leaf=1, max_features=auto, max_depth=10, bootstrap=False, total=   5.2s\n[CV] n_estimators=800, min_samples_split=5, min_samples_leaf=2, max_features=sqrt, max_depth=None, bootstrap=True \n[CV]  n_estimators=800, min_samples_split=2, min_samples_leaf=1, max_features=auto, max_depth=10, bootstrap=False, total=   5.4s\n[CV] n_estimators=800, min_samples_split=5, min_samples_leaf=2, max_features=sqrt, max_depth=None, bootstrap=True \n[CV]  n_estimators=600, min_samples_split=5, min_samples_leaf=1, max_features=auto, max_depth=20, bootstrap=True, total=   3.0s\n[CV] n_estimators=800, min_samples_split=5, min_samples_leaf=2, max_features=sqrt, max_depth=None, bootstrap=True \n[CV]  n_estimators=600, min_samples_split=5, min_samples_leaf=1, max_features=auto, max_depth=20, bootstrap=True, total=   3.3s\n[CV] n_estimators=400, min_samples_split=10, min_samples_leaf=1, max_features=auto, max_depth=None, bootstrap=True \n[CV]  n_estimators=800, min_samples_split=5, min_samples_leaf=2, max_features=sqrt, max_depth=None, bootstrap=True, total=   2.6s\n[CV] n_estimators=400, min_samples_split=10, min_samples_leaf=1, max_features=auto, max_depth=None, bootstrap=True \n","output_type":"stream"},{"name":"stderr","text":"[Parallel(n_jobs=-1)]: Done 154 tasks      | elapsed:  3.6min\n","output_type":"stream"},{"name":"stdout","text":"[CV]  n_estimators=800, min_samples_split=5, min_samples_leaf=2, max_features=sqrt, max_depth=None, bootstrap=True, total=   3.0s\n[CV] n_estimators=400, min_samples_split=10, min_samples_leaf=1, max_features=auto, max_depth=None, bootstrap=True \n[CV]  n_estimators=400, min_samples_split=10, min_samples_leaf=1, max_features=auto, max_depth=None, bootstrap=True, total=   2.4s\n[CV] n_estimators=2000, min_samples_split=5, min_samples_leaf=1, max_features=auto, max_depth=20, bootstrap=True \n[CV]  n_estimators=800, min_samples_split=5, min_samples_leaf=2, max_features=sqrt, max_depth=None, bootstrap=True, total=   3.0s\n[CV] n_estimators=2000, min_samples_split=5, min_samples_leaf=1, max_features=auto, max_depth=20, bootstrap=True \n[CV]  n_estimators=400, min_samples_split=10, min_samples_leaf=1, max_features=auto, max_depth=None, bootstrap=True, total=   2.0s\n[CV] n_estimators=2000, min_samples_split=5, min_samples_leaf=1, max_features=auto, max_depth=20, bootstrap=True \n[CV]  n_estimators=400, min_samples_split=10, min_samples_leaf=1, max_features=auto, max_depth=None, bootstrap=True, total=   2.0s\n[CV] n_estimators=400, min_samples_split=10, min_samples_leaf=4, max_features=auto, max_depth=10, bootstrap=False \n[CV]  n_estimators=400, min_samples_split=10, min_samples_leaf=4, max_features=auto, max_depth=10, bootstrap=False, total=   2.2s\n[CV] n_estimators=400, min_samples_split=10, min_samples_leaf=4, max_features=auto, max_depth=10, bootstrap=False \n[CV]  n_estimators=400, min_samples_split=10, min_samples_leaf=4, max_features=auto, max_depth=10, bootstrap=False, total=   2.3s\n[CV] n_estimators=400, min_samples_split=10, min_samples_leaf=4, max_features=auto, max_depth=10, bootstrap=False \n[CV]  n_estimators=400, min_samples_split=10, min_samples_leaf=4, max_features=auto, max_depth=10, bootstrap=False, total=   2.4s\n[CV] n_estimators=1000, min_samples_split=2, min_samples_leaf=2, max_features=sqrt, max_depth=20, bootstrap=False \n[CV]  n_estimators=2000, min_samples_split=5, min_samples_leaf=1, max_features=auto, max_depth=20, bootstrap=True, total=  10.7s\n[CV] n_estimators=1000, min_samples_split=2, min_samples_leaf=2, max_features=sqrt, max_depth=20, bootstrap=False \n[CV]  n_estimators=2000, min_samples_split=5, min_samples_leaf=1, max_features=auto, max_depth=20, bootstrap=True, total=  10.9s\n[CV] n_estimators=1000, min_samples_split=2, min_samples_leaf=2, max_features=sqrt, max_depth=20, bootstrap=False \n[CV]  n_estimators=2000, min_samples_split=5, min_samples_leaf=1, max_features=auto, max_depth=20, bootstrap=True, total=  11.2s\n[CV] n_estimators=800, min_samples_split=2, min_samples_leaf=2, max_features=auto, max_depth=None, bootstrap=False \n[CV]  n_estimators=1000, min_samples_split=2, min_samples_leaf=2, max_features=sqrt, max_depth=20, bootstrap=False, total=   4.4s\n[CV] n_estimators=800, min_samples_split=2, min_samples_leaf=2, max_features=auto, max_depth=None, bootstrap=False \n[CV]  n_estimators=1000, min_samples_split=2, min_samples_leaf=2, max_features=sqrt, max_depth=20, bootstrap=False, total=   3.7s\n[CV] n_estimators=800, min_samples_split=2, min_samples_leaf=2, max_features=auto, max_depth=None, bootstrap=False \n[CV]  n_estimators=1000, min_samples_split=2, min_samples_leaf=2, max_features=sqrt, max_depth=20, bootstrap=False, total=   3.8s\n[CV] n_estimators=200, min_samples_split=2, min_samples_leaf=2, max_features=sqrt, max_depth=10, bootstrap=False \n[CV]  n_estimators=200, min_samples_split=2, min_samples_leaf=2, max_features=sqrt, max_depth=10, bootstrap=False, total=   0.7s\n[CV] n_estimators=200, min_samples_split=2, min_samples_leaf=2, max_features=sqrt, max_depth=10, bootstrap=False \n[CV]  n_estimators=200, min_samples_split=2, min_samples_leaf=2, max_features=sqrt, max_depth=10, bootstrap=False, total=   0.8s\n[CV] n_estimators=200, min_samples_split=2, min_samples_leaf=2, max_features=sqrt, max_depth=10, bootstrap=False \n[CV]  n_estimators=800, min_samples_split=2, min_samples_leaf=2, max_features=auto, max_depth=None, bootstrap=False, total=   6.0s\n[CV] n_estimators=800, min_samples_split=2, min_samples_leaf=1, max_features=sqrt, max_depth=None, bootstrap=True \n[CV]  n_estimators=200, min_samples_split=2, min_samples_leaf=2, max_features=sqrt, max_depth=10, bootstrap=False, total=   0.9s\n[CV] n_estimators=800, min_samples_split=2, min_samples_leaf=1, max_features=sqrt, max_depth=None, bootstrap=True \n[CV]  n_estimators=800, min_samples_split=2, min_samples_leaf=2, max_features=auto, max_depth=None, bootstrap=False, total=   5.7s\n[CV] n_estimators=800, min_samples_split=2, min_samples_leaf=1, max_features=sqrt, max_depth=None, bootstrap=True \n[CV]  n_estimators=800, min_samples_split=2, min_samples_leaf=1, max_features=sqrt, max_depth=None, bootstrap=True, total=   3.0s\n[CV] n_estimators=600, min_samples_split=5, min_samples_leaf=4, max_features=sqrt, max_depth=20, bootstrap=False \n[CV]  n_estimators=800, min_samples_split=2, min_samples_leaf=1, max_features=sqrt, max_depth=None, bootstrap=True, total=   3.2s\n[CV] n_estimators=600, min_samples_split=5, min_samples_leaf=4, max_features=sqrt, max_depth=20, bootstrap=False \n[CV]  n_estimators=800, min_samples_split=2, min_samples_leaf=2, max_features=auto, max_depth=None, bootstrap=False, total=   6.0s\n[CV] n_estimators=600, min_samples_split=5, min_samples_leaf=4, max_features=sqrt, max_depth=20, bootstrap=False \n[CV]  n_estimators=800, min_samples_split=2, min_samples_leaf=1, max_features=sqrt, max_depth=None, bootstrap=True, total=   2.9s\n[CV] n_estimators=200, min_samples_split=10, min_samples_leaf=4, max_features=auto, max_depth=None, bootstrap=True \n[CV]  n_estimators=200, min_samples_split=10, min_samples_leaf=4, max_features=auto, max_depth=None, bootstrap=True, total=   0.8s\n[CV] n_estimators=200, min_samples_split=10, min_samples_leaf=4, max_features=auto, max_depth=None, bootstrap=True \n[CV]  n_estimators=600, min_samples_split=5, min_samples_leaf=4, max_features=sqrt, max_depth=20, bootstrap=False, total=   2.0s\n[CV] n_estimators=200, min_samples_split=10, min_samples_leaf=4, max_features=auto, max_depth=None, bootstrap=True \n[CV]  n_estimators=600, min_samples_split=5, min_samples_leaf=4, max_features=sqrt, max_depth=20, bootstrap=False, total=   1.9s\n[CV] n_estimators=600, min_samples_split=5, min_samples_leaf=4, max_features=sqrt, max_depth=None, bootstrap=False \n[CV]  n_estimators=200, min_samples_split=10, min_samples_leaf=4, max_features=auto, max_depth=None, bootstrap=True, total=   0.8s\n[CV] n_estimators=600, min_samples_split=5, min_samples_leaf=4, max_features=sqrt, max_depth=None, bootstrap=False \n[CV]  n_estimators=600, min_samples_split=5, min_samples_leaf=4, max_features=sqrt, max_depth=20, bootstrap=False, total=   2.0s\n[CV] n_estimators=600, min_samples_split=5, min_samples_leaf=4, max_features=sqrt, max_depth=None, bootstrap=False \n[CV]  n_estimators=200, min_samples_split=10, min_samples_leaf=4, max_features=auto, max_depth=None, bootstrap=True, total=   0.8s\n[CV] n_estimators=600, min_samples_split=2, min_samples_leaf=4, max_features=sqrt, max_depth=10, bootstrap=False \n[CV]  n_estimators=600, min_samples_split=5, min_samples_leaf=4, max_features=sqrt, max_depth=None, bootstrap=False, total=   2.0s\n[CV] n_estimators=600, min_samples_split=2, min_samples_leaf=4, max_features=sqrt, max_depth=10, bootstrap=False \n[CV]  n_estimators=600, min_samples_split=5, min_samples_leaf=4, max_features=sqrt, max_depth=None, bootstrap=False, total=   1.9s\n[CV] n_estimators=600, min_samples_split=2, min_samples_leaf=4, max_features=sqrt, max_depth=10, bootstrap=False \n[CV]  n_estimators=600, min_samples_split=5, min_samples_leaf=4, max_features=sqrt, max_depth=None, bootstrap=False, total=   2.0s\n[CV] n_estimators=2000, min_samples_split=5, min_samples_leaf=1, max_features=sqrt, max_depth=20, bootstrap=True \n[CV]  n_estimators=600, min_samples_split=2, min_samples_leaf=4, max_features=sqrt, max_depth=10, bootstrap=False, total=   1.9s\n[CV] n_estimators=2000, min_samples_split=5, min_samples_leaf=1, max_features=sqrt, max_depth=20, bootstrap=True \n[CV]  n_estimators=600, min_samples_split=2, min_samples_leaf=4, max_features=sqrt, max_depth=10, bootstrap=False, total=   2.1s\n[CV] n_estimators=2000, min_samples_split=5, min_samples_leaf=1, max_features=sqrt, max_depth=20, bootstrap=True \n[CV]  n_estimators=600, min_samples_split=2, min_samples_leaf=4, max_features=sqrt, max_depth=10, bootstrap=False, total=   2.2s\n[CV] n_estimators=1000, min_samples_split=5, min_samples_leaf=2, max_features=sqrt, max_depth=20, bootstrap=False \n[CV]  n_estimators=1000, min_samples_split=5, min_samples_leaf=2, max_features=sqrt, max_depth=20, bootstrap=False, total=   4.0s\n[CV] n_estimators=1000, min_samples_split=5, min_samples_leaf=2, max_features=sqrt, max_depth=20, bootstrap=False \n[CV]  n_estimators=2000, min_samples_split=5, min_samples_leaf=1, max_features=sqrt, max_depth=20, bootstrap=True, total=   6.8s\n[CV] n_estimators=1000, min_samples_split=5, min_samples_leaf=2, max_features=sqrt, max_depth=20, bootstrap=False \n[CV]  n_estimators=2000, min_samples_split=5, min_samples_leaf=1, max_features=sqrt, max_depth=20, bootstrap=True, total=   6.9s\n[CV] n_estimators=2000, min_samples_split=2, min_samples_leaf=1, max_features=sqrt, max_depth=20, bootstrap=False \n[CV]  n_estimators=2000, min_samples_split=5, min_samples_leaf=1, max_features=sqrt, max_depth=20, bootstrap=True, total=   6.4s\n[CV] n_estimators=2000, min_samples_split=2, min_samples_leaf=1, max_features=sqrt, max_depth=20, bootstrap=False \n[CV]  n_estimators=1000, min_samples_split=5, min_samples_leaf=2, max_features=sqrt, max_depth=20, bootstrap=False, total=   3.7s\n[CV] n_estimators=2000, min_samples_split=2, min_samples_leaf=1, max_features=sqrt, max_depth=20, bootstrap=False \n[CV]  n_estimators=1000, min_samples_split=5, min_samples_leaf=2, max_features=sqrt, max_depth=20, bootstrap=False, total=   3.9s\n[CV] n_estimators=1400, min_samples_split=2, min_samples_leaf=4, max_features=sqrt, max_depth=20, bootstrap=False \n[CV]  n_estimators=1400, min_samples_split=2, min_samples_leaf=4, max_features=sqrt, max_depth=20, bootstrap=False, total=   4.9s\n[CV] n_estimators=1400, min_samples_split=2, min_samples_leaf=4, max_features=sqrt, max_depth=20, bootstrap=False \n[CV]  n_estimators=2000, min_samples_split=2, min_samples_leaf=1, max_features=sqrt, max_depth=20, bootstrap=False, total=   9.3s\n[CV] n_estimators=1400, min_samples_split=2, min_samples_leaf=4, max_features=sqrt, max_depth=20, bootstrap=False \n[CV]  n_estimators=2000, min_samples_split=2, min_samples_leaf=1, max_features=sqrt, max_depth=20, bootstrap=False, total=   9.6s\n[CV] n_estimators=1600, min_samples_split=10, min_samples_leaf=1, max_features=sqrt, max_depth=None, bootstrap=True \n[CV]  n_estimators=2000, min_samples_split=2, min_samples_leaf=1, max_features=sqrt, max_depth=20, bootstrap=False, total=   9.3s\n[CV] n_estimators=1600, min_samples_split=10, min_samples_leaf=1, max_features=sqrt, max_depth=None, bootstrap=True \n[CV]  n_estimators=1400, min_samples_split=2, min_samples_leaf=4, max_features=sqrt, max_depth=20, bootstrap=False, total=   4.6s\n[CV] n_estimators=1600, min_samples_split=10, min_samples_leaf=1, max_features=sqrt, max_depth=None, bootstrap=True \n[CV]  n_estimators=1400, min_samples_split=2, min_samples_leaf=4, max_features=sqrt, max_depth=20, bootstrap=False, total=   4.8s\n[CV] n_estimators=400, min_samples_split=10, min_samples_leaf=4, max_features=sqrt, max_depth=None, bootstrap=True \n[CV]  n_estimators=400, min_samples_split=10, min_samples_leaf=4, max_features=sqrt, max_depth=None, bootstrap=True, total=   1.1s\n[CV] n_estimators=400, min_samples_split=10, min_samples_leaf=4, max_features=sqrt, max_depth=None, bootstrap=True \n[CV]  n_estimators=1600, min_samples_split=10, min_samples_leaf=1, max_features=sqrt, max_depth=None, bootstrap=True, total=   4.7s\n[CV] n_estimators=400, min_samples_split=10, min_samples_leaf=4, max_features=sqrt, max_depth=None, bootstrap=True \n[CV]  n_estimators=400, min_samples_split=10, min_samples_leaf=4, max_features=sqrt, max_depth=None, bootstrap=True, total=   1.3s\n[CV] n_estimators=1200, min_samples_split=5, min_samples_leaf=1, max_features=sqrt, max_depth=20, bootstrap=False \n[CV]  n_estimators=400, min_samples_split=10, min_samples_leaf=4, max_features=sqrt, max_depth=None, bootstrap=True, total=   1.2s\n[CV] n_estimators=1200, min_samples_split=5, min_samples_leaf=1, max_features=sqrt, max_depth=20, bootstrap=False \n[CV]  n_estimators=1600, min_samples_split=10, min_samples_leaf=1, max_features=sqrt, max_depth=None, bootstrap=True, total=   4.7s\n[CV] n_estimators=1200, min_samples_split=5, min_samples_leaf=1, max_features=sqrt, max_depth=20, bootstrap=False \n[CV]  n_estimators=1600, min_samples_split=10, min_samples_leaf=1, max_features=sqrt, max_depth=None, bootstrap=True, total=   4.8s\n[CV] n_estimators=200, min_samples_split=10, min_samples_leaf=1, max_features=auto, max_depth=10, bootstrap=False \n[CV]  n_estimators=200, min_samples_split=10, min_samples_leaf=1, max_features=auto, max_depth=10, bootstrap=False, total=   1.1s\n[CV] n_estimators=200, min_samples_split=10, min_samples_leaf=1, max_features=auto, max_depth=10, bootstrap=False \n[CV]  n_estimators=200, min_samples_split=10, min_samples_leaf=1, max_features=auto, max_depth=10, bootstrap=False, total=   1.2s\n[CV] n_estimators=200, min_samples_split=10, min_samples_leaf=1, max_features=auto, max_depth=10, bootstrap=False \n[CV]  n_estimators=1200, min_samples_split=5, min_samples_leaf=1, max_features=sqrt, max_depth=20, bootstrap=False, total=   4.6s\n[CV] n_estimators=1000, min_samples_split=10, min_samples_leaf=1, max_features=sqrt, max_depth=None, bootstrap=False \n[CV]  n_estimators=1200, min_samples_split=5, min_samples_leaf=1, max_features=sqrt, max_depth=20, bootstrap=False, total=   4.6s\n[CV] n_estimators=1000, min_samples_split=10, min_samples_leaf=1, max_features=sqrt, max_depth=None, bootstrap=False \n[CV]  n_estimators=1200, min_samples_split=5, min_samples_leaf=1, max_features=sqrt, max_depth=20, bootstrap=False, total=   4.6s\n[CV] n_estimators=1000, min_samples_split=10, min_samples_leaf=1, max_features=sqrt, max_depth=None, bootstrap=False \n[CV]  n_estimators=200, min_samples_split=10, min_samples_leaf=1, max_features=auto, max_depth=10, bootstrap=False, total=   1.2s\n[CV] n_estimators=1400, min_samples_split=10, min_samples_leaf=2, max_features=auto, max_depth=10, bootstrap=False \n[CV]  n_estimators=1000, min_samples_split=10, min_samples_leaf=1, max_features=sqrt, max_depth=None, bootstrap=False, total=   4.0s\n[CV] n_estimators=1400, min_samples_split=10, min_samples_leaf=2, max_features=auto, max_depth=10, bootstrap=False \n[CV]  n_estimators=1000, min_samples_split=10, min_samples_leaf=1, max_features=sqrt, max_depth=None, bootstrap=False, total=   4.0s\n[CV] n_estimators=1400, min_samples_split=10, min_samples_leaf=2, max_features=auto, max_depth=10, bootstrap=False \n[CV]  n_estimators=1000, min_samples_split=10, min_samples_leaf=1, max_features=sqrt, max_depth=None, bootstrap=False, total=   3.9s\n[CV] n_estimators=1600, min_samples_split=5, min_samples_leaf=1, max_features=auto, max_depth=None, bootstrap=True \n[CV]  n_estimators=1400, min_samples_split=10, min_samples_leaf=2, max_features=auto, max_depth=10, bootstrap=False, total=   8.5s\n[CV] n_estimators=1600, min_samples_split=5, min_samples_leaf=1, max_features=auto, max_depth=None, bootstrap=True \n[CV]  n_estimators=1400, min_samples_split=10, min_samples_leaf=2, max_features=auto, max_depth=10, bootstrap=False, total=   8.1s\n[CV] n_estimators=1600, min_samples_split=5, min_samples_leaf=1, max_features=auto, max_depth=None, bootstrap=True \n[CV]  n_estimators=1400, min_samples_split=10, min_samples_leaf=2, max_features=auto, max_depth=10, bootstrap=False, total=   8.4s\n[CV] n_estimators=800, min_samples_split=10, min_samples_leaf=1, max_features=sqrt, max_depth=10, bootstrap=True \n[CV]  n_estimators=1600, min_samples_split=5, min_samples_leaf=1, max_features=auto, max_depth=None, bootstrap=True, total=   8.4s\n[CV] n_estimators=800, min_samples_split=10, min_samples_leaf=1, max_features=sqrt, max_depth=10, bootstrap=True \n[CV]  n_estimators=800, min_samples_split=10, min_samples_leaf=1, max_features=sqrt, max_depth=10, bootstrap=True, total=   2.3s\n[CV] n_estimators=800, min_samples_split=10, min_samples_leaf=1, max_features=sqrt, max_depth=10, bootstrap=True \n[CV]  n_estimators=800, min_samples_split=10, min_samples_leaf=1, max_features=sqrt, max_depth=10, bootstrap=True, total=   2.4s\n[CV] n_estimators=1800, min_samples_split=2, min_samples_leaf=2, max_features=auto, max_depth=10, bootstrap=False \n[CV]  n_estimators=800, min_samples_split=10, min_samples_leaf=1, max_features=sqrt, max_depth=10, bootstrap=True, total=   2.1s\n[CV] n_estimators=1800, min_samples_split=2, min_samples_leaf=2, max_features=auto, max_depth=10, bootstrap=False \n[CV]  n_estimators=1600, min_samples_split=5, min_samples_leaf=1, max_features=auto, max_depth=None, bootstrap=True, total=   8.5s\n[CV] n_estimators=1800, min_samples_split=2, min_samples_leaf=2, max_features=auto, max_depth=10, bootstrap=False \n[CV]  n_estimators=1600, min_samples_split=5, min_samples_leaf=1, max_features=auto, max_depth=None, bootstrap=True, total=   8.7s\n[CV] n_estimators=1000, min_samples_split=10, min_samples_leaf=4, max_features=sqrt, max_depth=None, bootstrap=False \n[CV]  n_estimators=1000, min_samples_split=10, min_samples_leaf=4, max_features=sqrt, max_depth=None, bootstrap=False, total=   3.5s\n[CV] n_estimators=1000, min_samples_split=10, min_samples_leaf=4, max_features=sqrt, max_depth=None, bootstrap=False \n[CV]  n_estimators=1800, min_samples_split=2, min_samples_leaf=2, max_features=auto, max_depth=10, bootstrap=False, total=  11.7s\n[CV] n_estimators=1000, min_samples_split=10, min_samples_leaf=4, max_features=sqrt, max_depth=None, bootstrap=False \n[CV]  n_estimators=1000, min_samples_split=10, min_samples_leaf=4, max_features=sqrt, max_depth=None, bootstrap=False, total=   3.2s\n[CV] n_estimators=2000, min_samples_split=5, min_samples_leaf=2, max_features=auto, max_depth=None, bootstrap=False \n[CV]  n_estimators=1800, min_samples_split=2, min_samples_leaf=2, max_features=auto, max_depth=10, bootstrap=False, total=  11.7s\n[CV] n_estimators=2000, min_samples_split=5, min_samples_leaf=2, max_features=auto, max_depth=None, bootstrap=False \n[CV]  n_estimators=1800, min_samples_split=2, min_samples_leaf=2, max_features=auto, max_depth=10, bootstrap=False, total=  11.5s\n[CV] n_estimators=2000, min_samples_split=5, min_samples_leaf=2, max_features=auto, max_depth=None, bootstrap=False \n[CV]  n_estimators=1000, min_samples_split=10, min_samples_leaf=4, max_features=sqrt, max_depth=None, bootstrap=False, total=   3.3s\n[CV] n_estimators=400, min_samples_split=5, min_samples_leaf=4, max_features=sqrt, max_depth=20, bootstrap=False \n[CV]  n_estimators=400, min_samples_split=5, min_samples_leaf=4, max_features=sqrt, max_depth=20, bootstrap=False, total=   1.6s\n[CV] n_estimators=400, min_samples_split=5, min_samples_leaf=4, max_features=sqrt, max_depth=20, bootstrap=False \n[CV]  n_estimators=400, min_samples_split=5, min_samples_leaf=4, max_features=sqrt, max_depth=20, bootstrap=False, total=   1.4s\n[CV] n_estimators=400, min_samples_split=5, min_samples_leaf=4, max_features=sqrt, max_depth=20, bootstrap=False \n[CV]  n_estimators=400, min_samples_split=5, min_samples_leaf=4, max_features=sqrt, max_depth=20, bootstrap=False, total=   1.3s\n[CV] n_estimators=1200, min_samples_split=5, min_samples_leaf=2, max_features=auto, max_depth=None, bootstrap=False \n[CV]  n_estimators=2000, min_samples_split=5, min_samples_leaf=2, max_features=auto, max_depth=None, bootstrap=False, total=  15.1s\n[CV] n_estimators=1200, min_samples_split=5, min_samples_leaf=2, max_features=auto, max_depth=None, bootstrap=False \n[CV]  n_estimators=2000, min_samples_split=5, min_samples_leaf=2, max_features=auto, max_depth=None, bootstrap=False, total=  14.7s\n[CV] n_estimators=1200, min_samples_split=5, min_samples_leaf=2, max_features=auto, max_depth=None, bootstrap=False \n[CV]  n_estimators=2000, min_samples_split=5, min_samples_leaf=2, max_features=auto, max_depth=None, bootstrap=False, total=  17.1s\n[CV] n_estimators=1400, min_samples_split=5, min_samples_leaf=4, max_features=auto, max_depth=20, bootstrap=True \n[CV]  n_estimators=1200, min_samples_split=5, min_samples_leaf=2, max_features=auto, max_depth=None, bootstrap=False, total=  11.8s\n[CV] n_estimators=1400, min_samples_split=5, min_samples_leaf=4, max_features=auto, max_depth=20, bootstrap=True \n[CV]  n_estimators=1200, min_samples_split=5, min_samples_leaf=2, max_features=auto, max_depth=None, bootstrap=False, total=   8.3s\n[CV] n_estimators=1400, min_samples_split=5, min_samples_leaf=4, max_features=auto, max_depth=20, bootstrap=True \n[CV]  n_estimators=1200, min_samples_split=5, min_samples_leaf=2, max_features=auto, max_depth=None, bootstrap=False, total=   8.6s\n[CV] n_estimators=400, min_samples_split=5, min_samples_leaf=4, max_features=auto, max_depth=10, bootstrap=False \n[CV]  n_estimators=1400, min_samples_split=5, min_samples_leaf=4, max_features=auto, max_depth=20, bootstrap=True, total=   6.6s\n[CV] n_estimators=400, min_samples_split=5, min_samples_leaf=4, max_features=auto, max_depth=10, bootstrap=False \n[CV]  n_estimators=1400, min_samples_split=5, min_samples_leaf=4, max_features=auto, max_depth=20, bootstrap=True, total=   6.5s\n[CV] n_estimators=400, min_samples_split=5, min_samples_leaf=4, max_features=auto, max_depth=10, bootstrap=False \n[CV]  n_estimators=400, min_samples_split=5, min_samples_leaf=4, max_features=auto, max_depth=10, bootstrap=False, total=   2.2s\n[CV] n_estimators=1600, min_samples_split=5, min_samples_leaf=1, max_features=sqrt, max_depth=10, bootstrap=True \n[CV]  n_estimators=400, min_samples_split=5, min_samples_leaf=4, max_features=auto, max_depth=10, bootstrap=False, total=   2.3s\n[CV] n_estimators=1600, min_samples_split=5, min_samples_leaf=1, max_features=sqrt, max_depth=10, bootstrap=True \n[CV]  n_estimators=400, min_samples_split=5, min_samples_leaf=4, max_features=auto, max_depth=10, bootstrap=False, total=   2.3s\n[CV] n_estimators=1600, min_samples_split=5, min_samples_leaf=1, max_features=sqrt, max_depth=10, bootstrap=True \n[CV]  n_estimators=1400, min_samples_split=5, min_samples_leaf=4, max_features=auto, max_depth=20, bootstrap=True, total=   6.4s\n[CV] n_estimators=2000, min_samples_split=10, min_samples_leaf=2, max_features=auto, max_depth=10, bootstrap=True \n[CV]  n_estimators=1600, min_samples_split=5, min_samples_leaf=1, max_features=sqrt, max_depth=10, bootstrap=True, total=   5.3s\n[CV] n_estimators=2000, min_samples_split=10, min_samples_leaf=2, max_features=auto, max_depth=10, bootstrap=True \n[CV]  n_estimators=1600, min_samples_split=5, min_samples_leaf=1, max_features=sqrt, max_depth=10, bootstrap=True, total=   5.3s\n[CV] n_estimators=2000, min_samples_split=10, min_samples_leaf=2, max_features=auto, max_depth=10, bootstrap=True \n[CV]  n_estimators=1600, min_samples_split=5, min_samples_leaf=1, max_features=sqrt, max_depth=10, bootstrap=True, total=   5.2s\n[CV] n_estimators=1400, min_samples_split=10, min_samples_leaf=1, max_features=auto, max_depth=20, bootstrap=False \n[CV]  n_estimators=2000, min_samples_split=10, min_samples_leaf=2, max_features=auto, max_depth=10, bootstrap=True, total=  10.4s\n[CV] n_estimators=1400, min_samples_split=10, min_samples_leaf=1, max_features=auto, max_depth=20, bootstrap=False \n[CV]  n_estimators=2000, min_samples_split=10, min_samples_leaf=2, max_features=auto, max_depth=10, bootstrap=True, total=   9.4s\n[CV] n_estimators=1400, min_samples_split=10, min_samples_leaf=1, max_features=auto, max_depth=20, bootstrap=False \n[CV]  n_estimators=2000, min_samples_split=10, min_samples_leaf=2, max_features=auto, max_depth=10, bootstrap=True, total=  10.0s\n[CV] n_estimators=400, min_samples_split=10, min_samples_leaf=4, max_features=sqrt, max_depth=20, bootstrap=True \n[CV]  n_estimators=1400, min_samples_split=10, min_samples_leaf=1, max_features=auto, max_depth=20, bootstrap=False, total=   9.8s\n[CV] n_estimators=400, min_samples_split=10, min_samples_leaf=4, max_features=sqrt, max_depth=20, bootstrap=True \n[CV]  n_estimators=400, min_samples_split=10, min_samples_leaf=4, max_features=sqrt, max_depth=20, bootstrap=True, total=   1.1s\n[CV] n_estimators=400, min_samples_split=10, min_samples_leaf=4, max_features=sqrt, max_depth=20, bootstrap=True \n[CV]  n_estimators=400, min_samples_split=10, min_samples_leaf=4, max_features=sqrt, max_depth=20, bootstrap=True, total=   1.3s\n[CV] n_estimators=1800, min_samples_split=10, min_samples_leaf=4, max_features=sqrt, max_depth=10, bootstrap=False \n[CV]  n_estimators=400, min_samples_split=10, min_samples_leaf=4, max_features=sqrt, max_depth=20, bootstrap=True, total=   1.0s\n[CV] n_estimators=1800, min_samples_split=10, min_samples_leaf=4, max_features=sqrt, max_depth=10, bootstrap=False \n[CV]  n_estimators=1400, min_samples_split=10, min_samples_leaf=1, max_features=auto, max_depth=20, bootstrap=False, total=  10.4s\n[CV]  n_estimators=1800, min_samples_split=10, min_samples_leaf=4, max_features=sqrt, max_depth=10, bootstrap=False, total=   6.7s\n[CV] n_estimators=1800, min_samples_split=10, min_samples_leaf=4, max_features=sqrt, max_depth=10, bootstrap=False \n[CV] n_estimators=1000, min_samples_split=5, min_samples_leaf=2, max_features=auto, max_depth=None, bootstrap=True \n[CV]  n_estimators=1400, min_samples_split=10, min_samples_leaf=1, max_features=auto, max_depth=20, bootstrap=False, total=  10.6s\n[CV] n_estimators=1000, min_samples_split=5, min_samples_leaf=2, max_features=auto, max_depth=None, bootstrap=True \n[CV]  n_estimators=1800, min_samples_split=10, min_samples_leaf=4, max_features=sqrt, max_depth=10, bootstrap=False, total=   7.6s\n[CV] n_estimators=1000, min_samples_split=5, min_samples_leaf=2, max_features=auto, max_depth=None, bootstrap=True \n[CV]  n_estimators=1000, min_samples_split=5, min_samples_leaf=2, max_features=auto, max_depth=None, bootstrap=True, total=   5.3s\n[CV] n_estimators=2000, min_samples_split=5, min_samples_leaf=4, max_features=sqrt, max_depth=None, bootstrap=False \n[CV]  n_estimators=1800, min_samples_split=10, min_samples_leaf=4, max_features=sqrt, max_depth=10, bootstrap=False, total=   6.2s\n[CV] n_estimators=2000, min_samples_split=5, min_samples_leaf=4, max_features=sqrt, max_depth=None, bootstrap=False \n[CV]  n_estimators=1000, min_samples_split=5, min_samples_leaf=2, max_features=auto, max_depth=None, bootstrap=True, total=   4.9s\n[CV] n_estimators=2000, min_samples_split=5, min_samples_leaf=4, max_features=sqrt, max_depth=None, bootstrap=False \n[CV]  n_estimators=1000, min_samples_split=5, min_samples_leaf=2, max_features=auto, max_depth=None, bootstrap=True, total=   5.2s\n[CV] n_estimators=800, min_samples_split=10, min_samples_leaf=1, max_features=auto, max_depth=10, bootstrap=True \n[CV]  n_estimators=800, min_samples_split=10, min_samples_leaf=1, max_features=auto, max_depth=10, bootstrap=True, total=   4.1s\n[CV] n_estimators=800, min_samples_split=10, min_samples_leaf=1, max_features=auto, max_depth=10, bootstrap=True \n[CV]  n_estimators=2000, min_samples_split=5, min_samples_leaf=4, max_features=sqrt, max_depth=None, bootstrap=False, total=   7.5s\n[CV] n_estimators=800, min_samples_split=10, min_samples_leaf=1, max_features=auto, max_depth=10, bootstrap=True \n[CV]  n_estimators=2000, min_samples_split=5, min_samples_leaf=4, max_features=sqrt, max_depth=None, bootstrap=False, total=   7.3s\n[CV] n_estimators=1000, min_samples_split=2, min_samples_leaf=1, max_features=auto, max_depth=None, bootstrap=False \n[CV]  n_estimators=2000, min_samples_split=5, min_samples_leaf=4, max_features=sqrt, max_depth=None, bootstrap=False, total=   7.7s\n[CV] n_estimators=1000, min_samples_split=2, min_samples_leaf=1, max_features=auto, max_depth=None, bootstrap=False \n[CV]  n_estimators=800, min_samples_split=10, min_samples_leaf=1, max_features=auto, max_depth=10, bootstrap=True, total=   3.7s\n[CV] n_estimators=1000, min_samples_split=2, min_samples_leaf=1, max_features=auto, max_depth=None, bootstrap=False \n[CV]  n_estimators=800, min_samples_split=10, min_samples_leaf=1, max_features=auto, max_depth=10, bootstrap=True, total=   3.5s\n[CV] n_estimators=400, min_samples_split=10, min_samples_leaf=2, max_features=sqrt, max_depth=10, bootstrap=True \n[CV]  n_estimators=400, min_samples_split=10, min_samples_leaf=2, max_features=sqrt, max_depth=10, bootstrap=True, total=   1.3s\n[CV] n_estimators=400, min_samples_split=10, min_samples_leaf=2, max_features=sqrt, max_depth=10, bootstrap=True \n[CV]  n_estimators=400, min_samples_split=10, min_samples_leaf=2, max_features=sqrt, max_depth=10, bootstrap=True, total=   1.4s\n[CV] n_estimators=400, min_samples_split=10, min_samples_leaf=2, max_features=sqrt, max_depth=10, bootstrap=True \n[CV]  n_estimators=400, min_samples_split=10, min_samples_leaf=2, max_features=sqrt, max_depth=10, bootstrap=True, total=   1.3s\n[CV] n_estimators=400, min_samples_split=10, min_samples_leaf=2, max_features=sqrt, max_depth=None, bootstrap=True \n[CV]  n_estimators=400, min_samples_split=10, min_samples_leaf=2, max_features=sqrt, max_depth=None, bootstrap=True, total=   1.2s\n[CV] n_estimators=400, min_samples_split=10, min_samples_leaf=2, max_features=sqrt, max_depth=None, bootstrap=True \n[CV]  n_estimators=1000, min_samples_split=2, min_samples_leaf=1, max_features=auto, max_depth=None, bootstrap=False, total=   8.9s\n[CV] n_estimators=400, min_samples_split=10, min_samples_leaf=2, max_features=sqrt, max_depth=None, bootstrap=True \n[CV]  n_estimators=400, min_samples_split=10, min_samples_leaf=2, max_features=sqrt, max_depth=None, bootstrap=True, total=   1.1s\n[CV] n_estimators=2000, min_samples_split=5, min_samples_leaf=4, max_features=auto, max_depth=None, bootstrap=True \n[CV]  n_estimators=1000, min_samples_split=2, min_samples_leaf=1, max_features=auto, max_depth=None, bootstrap=False, total=   8.9s\n[CV] n_estimators=2000, min_samples_split=5, min_samples_leaf=4, max_features=auto, max_depth=None, bootstrap=True \n[CV]  n_estimators=1000, min_samples_split=2, min_samples_leaf=1, max_features=auto, max_depth=None, bootstrap=False, total=   9.1s\n[CV] n_estimators=2000, min_samples_split=5, min_samples_leaf=4, max_features=auto, max_depth=None, bootstrap=True \n[CV]  n_estimators=400, min_samples_split=10, min_samples_leaf=2, max_features=sqrt, max_depth=None, bootstrap=True, total=   1.1s\n[CV] n_estimators=1200, min_samples_split=10, min_samples_leaf=4, max_features=sqrt, max_depth=20, bootstrap=True \n[CV]  n_estimators=1200, min_samples_split=10, min_samples_leaf=4, max_features=sqrt, max_depth=20, bootstrap=True, total=   3.4s\n[CV] n_estimators=1200, min_samples_split=10, min_samples_leaf=4, max_features=sqrt, max_depth=20, bootstrap=True \n[CV]  n_estimators=1200, min_samples_split=10, min_samples_leaf=4, max_features=sqrt, max_depth=20, bootstrap=True, total=   3.9s\n[CV] n_estimators=1200, min_samples_split=10, min_samples_leaf=4, max_features=sqrt, max_depth=20, bootstrap=True \n[CV]  n_estimators=2000, min_samples_split=5, min_samples_leaf=4, max_features=auto, max_depth=None, bootstrap=True, total=   9.2s\n[CV] n_estimators=2000, min_samples_split=5, min_samples_leaf=2, max_features=sqrt, max_depth=None, bootstrap=False \n[CV]  n_estimators=2000, min_samples_split=5, min_samples_leaf=4, max_features=auto, max_depth=None, bootstrap=True, total=   9.2s\n[CV] n_estimators=2000, min_samples_split=5, min_samples_leaf=2, max_features=sqrt, max_depth=None, bootstrap=False \n[CV]  n_estimators=2000, min_samples_split=5, min_samples_leaf=4, max_features=auto, max_depth=None, bootstrap=True, total=   9.2s\n[CV] n_estimators=2000, min_samples_split=5, min_samples_leaf=2, max_features=sqrt, max_depth=None, bootstrap=False \n[CV]  n_estimators=1200, min_samples_split=10, min_samples_leaf=4, max_features=sqrt, max_depth=20, bootstrap=True, total=   3.3s\n[CV] n_estimators=1600, min_samples_split=5, min_samples_leaf=4, max_features=sqrt, max_depth=20, bootstrap=False \n[CV]  n_estimators=2000, min_samples_split=5, min_samples_leaf=2, max_features=sqrt, max_depth=None, bootstrap=False, total=   7.8s\n[CV] n_estimators=1600, min_samples_split=5, min_samples_leaf=4, max_features=sqrt, max_depth=20, bootstrap=False \n[CV]  n_estimators=1600, min_samples_split=5, min_samples_leaf=4, max_features=sqrt, max_depth=20, bootstrap=False, total=   5.7s\n[CV] n_estimators=1600, min_samples_split=5, min_samples_leaf=4, max_features=sqrt, max_depth=20, bootstrap=False \n[CV]  n_estimators=2000, min_samples_split=5, min_samples_leaf=2, max_features=sqrt, max_depth=None, bootstrap=False, total=   8.5s\n[CV] n_estimators=1000, min_samples_split=5, min_samples_leaf=1, max_features=sqrt, max_depth=None, bootstrap=True \n[CV]  n_estimators=2000, min_samples_split=5, min_samples_leaf=2, max_features=sqrt, max_depth=None, bootstrap=False, total=   8.4s\n[CV] n_estimators=1000, min_samples_split=5, min_samples_leaf=1, max_features=sqrt, max_depth=None, bootstrap=True \n[CV]  n_estimators=1000, min_samples_split=5, min_samples_leaf=1, max_features=sqrt, max_depth=None, bootstrap=True, total=   3.1s\n[CV] n_estimators=1000, min_samples_split=5, min_samples_leaf=1, max_features=sqrt, max_depth=None, bootstrap=True \n[CV]  n_estimators=1000, min_samples_split=5, min_samples_leaf=1, max_features=sqrt, max_depth=None, bootstrap=True, total=   3.2s\n[CV] n_estimators=400, min_samples_split=5, min_samples_leaf=1, max_features=sqrt, max_depth=10, bootstrap=True \n[CV]  n_estimators=400, min_samples_split=5, min_samples_leaf=1, max_features=sqrt, max_depth=10, bootstrap=True, total=   1.2s\n[CV] n_estimators=400, min_samples_split=5, min_samples_leaf=1, max_features=sqrt, max_depth=10, bootstrap=True \n[CV]  n_estimators=1600, min_samples_split=5, min_samples_leaf=4, max_features=sqrt, max_depth=20, bootstrap=False, total=   5.6s\n[CV] n_estimators=400, min_samples_split=5, min_samples_leaf=1, max_features=sqrt, max_depth=10, bootstrap=True \n[CV]  n_estimators=1600, min_samples_split=5, min_samples_leaf=4, max_features=sqrt, max_depth=20, bootstrap=False, total=   5.7s\n[CV] n_estimators=1800, min_samples_split=10, min_samples_leaf=4, max_features=sqrt, max_depth=10, bootstrap=True \n[CV]  n_estimators=400, min_samples_split=5, min_samples_leaf=1, max_features=sqrt, max_depth=10, bootstrap=True, total=   1.3s\n[CV] n_estimators=1800, min_samples_split=10, min_samples_leaf=4, max_features=sqrt, max_depth=10, bootstrap=True \n[CV]  n_estimators=400, min_samples_split=5, min_samples_leaf=1, max_features=sqrt, max_depth=10, bootstrap=True, total=   1.5s\n[CV] n_estimators=1800, min_samples_split=10, min_samples_leaf=4, max_features=sqrt, max_depth=10, bootstrap=True \n[CV]  n_estimators=1000, min_samples_split=5, min_samples_leaf=1, max_features=sqrt, max_depth=None, bootstrap=True, total=   3.5s\n[CV]  n_estimators=1800, min_samples_split=10, min_samples_leaf=4, max_features=sqrt, max_depth=10, bootstrap=True, total=   4.6s\n[CV]  n_estimators=1800, min_samples_split=10, min_samples_leaf=4, max_features=sqrt, max_depth=10, bootstrap=True, total=   4.4s\n[CV]  n_estimators=1800, min_samples_split=10, min_samples_leaf=4, max_features=sqrt, max_depth=10, bootstrap=True, total=   4.3s\n","output_type":"stream"},{"name":"stderr","text":"[Parallel(n_jobs=-1)]: Done 300 out of 300 | elapsed:  6.9min finished\n","output_type":"stream"},{"execution_count":15,"output_type":"execute_result","data":{"text/plain":"RandomizedSearchCV(cv=3, error_score='raise',\n          estimator=RandomForestRegressor(bootstrap=True, criterion='mse', max_depth=None,\n           max_features='auto', max_leaf_nodes=None,\n           min_impurity_decrease=0.0, min_impurity_split=None,\n           min_samples_leaf=1, min_samples_split=2,\n           min_weight_fraction_leaf=0.0, n_estimators=10, n_jobs=1,\n           oob_score=False, random_state=None, verbose=0, warm_start=False),\n          fit_params=None, iid=True, n_iter=100, n_jobs=-1,\n          param_distributions={'n_estimators': [200, 400, 600, 800, 1000, 1200, 1400, 1600, 1800, 2000], 'max_features': ['auto', 'sqrt'], 'max_depth': [10, 20, None], 'min_samples_split': [2, 5, 10], 'min_samples_leaf': [1, 2, 4], 'bootstrap': [True, False]},\n          pre_dispatch='2*n_jobs', random_state=42, refit=True,\n          return_train_score='warn', scoring='neg_mean_absolute_error',\n          verbose=2)"},"metadata":{}}]},{"cell_type":"markdown","source":"这里给大家解释一下RandomizedSearchCV中常用的参数，其实在API文档中都给出了说明，还是建议大家养成这个查阅文档的习惯。\n\n- Estimator：RandomizedSearchCV这个方法是一个通用的，并不是专为随机森林设计的，所以我们需要指定选择的算法模型是什么。\n- Distributions：参数的候选空间，我们之间已经用字典格式给出了所需的参数分布。\n- n_iter：随机寻找参数组合的个数，比如在这里我们赋值了100代表接下来要随机找100组参数的组合，在其中找到最好的一个。\n- Scoring：评估方法，按照该方法去找到最好的参数组合\n- Cv：交叉验证，咱们之前已经唠过了。\n- Verbose：打印信息的数量，看自己的需求了。\n- random_state：随机种子，为了使得咱们的结果能够一致，排除掉随机成分的干扰，一般我们都会指定成一个值，用你自己的幸运数字就好。\n- n_jobs：多线程来跑这个程序，如果是-1就会用所有的，但是可能会有点卡。\n\n即便我把n_jobs设置成了-1，程序运行的还是很慢，因为我们建立100次模型来选择参数，并且还是带有3折交叉验证的，那就相当于300个任务了，结果如下图所示：","metadata":{}},{"cell_type":"code","source":"rf_random.best_params_","metadata":{},"execution_count":16,"outputs":[{"execution_count":16,"output_type":"execute_result","data":{"text/plain":"{'n_estimators': 1800,\n 'min_samples_split': 10,\n 'min_samples_leaf': 4,\n 'max_features': 'auto',\n 'max_depth': 10,\n 'bootstrap': True}"},"metadata":{}}]},{"cell_type":"markdown","source":"## 评估函数\n\n接下来就对比一下，经过调参后的结果和用默认参数结果的差异，所有默认参数在API中都有说明，比如n_estimators : integer, optional (default=10)，这里就说明在随机森林模型中，默认要建立树的个数是10个。先给出评估标准：","metadata":{}},{"cell_type":"code","source":"def evaluate(model, test_features, test_labels):\n    predictions = model.predict(test_features)\n    errors = abs(predictions - test_labels)\n    mape = 100 * np.mean(errors / test_labels)\n    accuracy = 100 - mape\n\n    print('平均气温误差.',np.mean(errors))\n    print('Accuracy = {:0.2f}%.'.format(accuracy))","metadata":{},"execution_count":17,"outputs":[]},{"cell_type":"markdown","source":"#### 看看效果吧","metadata":{}},{"cell_type":"markdown","source":"老模型","metadata":{}},{"cell_type":"code","source":"base_model = RandomForestRegressor( random_state = 42)\nbase_model.fit(train_features, train_labels)\nevaluate(base_model, test_features, test_labels)","metadata":{},"execution_count":18,"outputs":[{"name":"stdout","text":"平均气温误差. 3.91989051095\nAccuracy = 93.36%.\n","output_type":"stream"}]},{"cell_type":"markdown","source":"#### 新配方（最好的参数）","metadata":{}},{"cell_type":"code","source":"best_random = rf_random.best_estimator_\nevaluate(best_random, test_features, test_labels)","metadata":{},"execution_count":19,"outputs":[{"name":"stdout","text":"平均气温误差. 3.72006719575\nAccuracy = 93.73%.\n","output_type":"stream"}]},{"cell_type":"markdown","source":"# Grid Search ，之前不是找到差不多的方案了嘛，再来微调！\n\n可以看到模型的效果提升了一些，但是这已经是上限了嘛？还有没有可以进步的空间了呢？接下来我们又要介绍下位参选选手了：GridSearchCV()，它的意思是进行网络搜索，说白了就是一个一个的遍历，就像我们之前说的组合有多少种，就全部走一遍，其所需的参数都是类似的，没记住的话赶紧先翻一遍API文档：","metadata":{}},{"cell_type":"code","source":"from sklearn.model_selection import GridSearchCV\n\n# 网络搜索\nparam_grid = {\n    'bootstrap': [True],\n    'max_depth': [8,10,12],\n    'max_features': ['auto'],\n    'min_samples_leaf': [2,3, 4, 5,6],\n    'min_samples_split': [3, 5, 7],\n    'n_estimators': [800, 900, 1000, 1200]\n}\n\n# 选择基本算法模型\nrf = RandomForestRegressor()\n\n# 网络搜索\ngrid_search = GridSearchCV(estimator = rf, param_grid = param_grid, \n                           scoring = 'neg_mean_absolute_error', cv = 3, \n                           n_jobs = -1, verbose = 2)","metadata":{},"execution_count":20,"outputs":[]},{"cell_type":"code","source":"# 执行搜索\ngrid_search.fit(train_features, train_labels)","metadata":{},"execution_count":21,"outputs":[{"name":"stdout","text":"Fitting 3 folds for each of 180 candidates, totalling 540 fits\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=800 \n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=800 \n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=800 \n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=900 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=800, total=   3.4s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=900 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=800, total=   3.4s\n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=800, total=   3.4s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=1000 \n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=900 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=900, total=   3.9s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=900, total=   3.7s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=900, total=   3.7s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=1000, total=   4.1s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=1000, total=   4.1s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=1000, total=   4.6s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=800 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=1200, total=   5.3s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=800 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=1200, total=   5.4s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=800 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=1200, total=   5.2s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=900 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=800, total=   3.3s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=900 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=800, total=   3.3s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=900 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=800, total=   3.3s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=900, total=   3.9s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=900, total=   4.1s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=900, total=   4.3s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=1000, total=   4.7s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=1000, total=   4.7s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=1000, total=   4.3s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=800 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=1200, total=   5.2s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=800 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=1200, total=   5.0s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=800 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=800, total=   3.2s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=1200, total=   5.2s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=800, total=   3.6s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=800, total=   3.8s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=900, total=   4.2s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=900, total=   4.3s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=900, total=   3.9s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=1000, total=   4.1s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=1000, total=   4.1s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=1000, total=   4.1s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=800 \n","output_type":"stream"},{"name":"stderr","text":"[Parallel(n_jobs=-1)]: Done  33 tasks      | elapsed:   37.2s\n","output_type":"stream"},{"name":"stdout","text":"[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=1200, total=   5.2s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=800 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=800, total=   3.7s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=800 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=1200, total=   5.6s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=900 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=1200, total=   5.4s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=900 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=800, total=   3.4s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=900 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=800, total=   3.5s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=900, total=   3.7s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=900, total=   3.6s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=900, total=   3.8s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=1000, total=   4.3s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=1000, total=   4.5s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=1000, total=   4.5s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=800 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=1200, total=   5.4s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=800 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=800, total=   3.5s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=800 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=1200, total=   5.2s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=900 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=1200, total=   5.0s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=900 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=800, total=   3.3s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=900 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=800, total=   3.4s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=900, total=   3.8s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=900, total=   3.6s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=900, total=   4.5s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=1000, total=   5.2s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=1000, total=   4.6s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=1000, total=   4.4s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=800 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=1200, total=   5.1s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=800 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=800, total=   3.1s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=800 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=1200, total=   5.0s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=1200, total=   5.2s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=800, total=   3.6s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=800, total=   3.9s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=900, total=   4.2s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=900, total=   3.9s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=900, total=   4.0s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=1000, total=   4.3s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=1000, total=   4.4s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=1000, total=   4.2s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=800 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=1200, total=   5.0s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=800 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=1200, total=   5.5s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=800 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=800, total=   3.7s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=900 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=800, total=   3.4s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=900 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=1200, total=   5.7s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=900 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=800, total=   3.5s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=900, total=   3.6s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=900, total=   3.7s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=900, total=   3.6s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=1000, total=   4.3s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=1000, total=   4.6s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=1000, total=   4.3s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=800 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=1200, total=   5.5s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=800 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=1200, total=   5.0s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=800 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=800, total=   3.2s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=900 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=1200, total=   5.0s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=900 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=800, total=   3.1s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=900 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=800, total=   4.9s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=900, total=   5.9s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=900, total=   5.4s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=900, total=   5.2s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=1000, total=   4.2s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=1000, total=   4.2s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=1000, total=   4.0s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=800 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=1200, total=   4.8s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=800 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=800, total=   3.4s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=800 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=1200, total=   5.0s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=1200, total=   5.3s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=800, total=   3.7s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=800, total=   3.6s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=900, total=   3.9s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=900, total=   3.6s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=900, total=   3.8s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=1000, total=   4.0s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=1000, total=   4.0s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=1000, total=   4.4s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=800 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=1200, total=   5.1s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=800 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=800, total=   3.4s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=800 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=1200, total=   5.9s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=900 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=800, total=   3.3s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=900 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=1200, total=   5.7s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=900 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=800, total=   3.1s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=900, total=   3.5s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=900, total=   3.5s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=900, total=   3.5s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=1000, total=   4.8s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=1000, total=   4.5s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=1000, total=   4.2s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=800 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=1200, total=   5.2s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=800 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=800, total=   3.3s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=800 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=1200, total=   5.2s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=900 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=800, total=   3.4s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=900 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=1200, total=   4.8s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=900 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=800, total=   3.4s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=900, total=   3.9s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=900, total=   4.1s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=900, total=   4.0s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=1000, total=   4.4s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=1000, total=   3.9s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=1000, total=   4.1s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=800 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=1200, total=   4.9s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=800 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=800, total=   3.2s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=800 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=1200, total=   4.8s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=800, total=   3.5s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=1200, total=   5.0s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=800, total=   3.6s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=900, total=   4.0s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=900, total=   3.7s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=900, total=   3.7s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1000, total=   3.9s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1000, total=   3.9s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1000, total=   3.8s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=800 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1200, total=   5.0s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=800 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=800, total=   3.4s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=800 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1200, total=   5.1s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=900 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1200, total=   5.5s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=900 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=800, total=   3.4s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=900 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=800, total=   3.1s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=900, total=   3.4s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=900, total=   3.5s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=900, total=   3.4s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=1000, total=   3.9s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=1000, total=   4.1s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=1000, total=   4.3s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=800 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=1200, total=   5.2s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=800 \n","output_type":"stream"},{"name":"stderr","text":"[Parallel(n_jobs=-1)]: Done 154 tasks      | elapsed:  2.9min\n","output_type":"stream"},{"name":"stdout","text":"[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=1200, total=   5.1s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=800 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=800, total=   3.2s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=900 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=1200, total=   4.9s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=900 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=800, total=   3.0s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=900 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=800, total=   3.1s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=900, total=   3.4s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=900, total=   3.4s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=900, total=   3.8s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=1000, total=   4.8s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=1000, total=   4.4s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=1000, total=   4.6s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=800 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=1200, total=   5.1s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=800 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=800, total=   3.0s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=800 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=1200, total=   4.6s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=1200, total=   4.7s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=800, total=   3.0s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=800, total=   3.5s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=900, total=   4.1s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=900, total=   3.7s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=900, total=   4.1s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1000, total=   3.9s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1000, total=   3.9s\n[CV] bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1000, total=   4.1s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=800 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1200, total=   4.7s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=800 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1200, total=   5.1s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=800 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=800, total=   4.3s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=900 \n[CV]  bootstrap=True, max_depth=8, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1200, total=   5.1s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=900 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=800, total=   4.3s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=900 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=800, total=   3.9s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=900, total=   4.4s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=900, total=   4.2s\n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=900, total=   4.4s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=1000 \n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=1000, total=   4.8s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=1000, total=   5.1s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=1000, total=   4.9s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=800 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=1200, total=   5.9s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=800 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=800, total=   3.7s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=800 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=1200, total=   6.2s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=900 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=800, total=   3.7s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=900 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=1200, total=   5.8s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=900 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=800, total=   3.6s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=900, total=   5.4s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=900, total=   6.8s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=900, total=   6.5s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=1000, total=   6.3s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=1000, total=   5.5s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=1000, total=   5.3s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=800 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=1200, total=   6.2s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=800 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=1200, total=   6.5s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=800 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=800, total=   4.6s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=800, total=   3.8s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=1200, total=   6.3s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=800, total=   3.6s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=900, total=   3.9s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=900, total=   4.0s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=900, total=   4.1s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=1000, total=   5.2s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=1000, total=   5.6s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=1000, total=   6.8s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=800 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=1200, total=   7.1s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=800 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=1200, total=   5.8s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=800 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=800, total=   3.5s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=900 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=1200, total=   5.4s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=900 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=800, total=   4.0s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=900 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=800, total=   4.2s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=900, total=   4.3s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=900, total=   4.6s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=900, total=   4.1s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=1000, total=   4.8s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=1000, total=   4.9s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=1000, total=   4.6s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=800 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=1200, total=   6.1s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=800 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=800, total=   4.2s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=800 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=1200, total=   6.2s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=900 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=800, total=   3.6s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=900 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=1200, total=   5.7s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=900 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=800, total=   3.6s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=900, total=   3.8s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=900, total=   3.9s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=900, total=   4.1s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=1000, total=   5.2s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=1000, total=   5.8s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=1000, total=   5.3s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=800 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=1200, total=   6.2s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=800 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=800, total=   3.4s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=800 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=1200, total=   5.3s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=1200, total=   5.4s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=800, total=   3.6s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=800, total=   4.2s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=900, total=   4.5s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=900, total=   4.9s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=900, total=   4.7s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=1000, total=   4.3s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=1000, total=   4.3s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=1000, total=   4.6s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=800 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=1200, total=   5.4s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=800 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=800, total=   4.3s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=800 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=1200, total=   5.9s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=900 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=1200, total=   5.9s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=900 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=800, total=   3.9s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=900 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=800, total=   3.4s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=900, total=   3.8s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=900, total=   3.7s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=900, total=   3.9s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=1000, total=   4.5s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=1000, total=   5.1s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=1000, total=   5.3s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=800 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=1200, total=   6.7s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=800 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=1200, total=   5.7s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=800 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=800, total=   3.5s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=900 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=1200, total=   5.4s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=900 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=800, total=   3.5s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=900 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=800, total=   3.8s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=900, total=   5.0s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=900, total=   4.4s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=900, total=   4.7s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=1000, total=   4.3s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=1000, total=   4.2s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=1000, total=   4.3s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=800 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=1200, total=   5.1s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=800 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=800, total=   4.3s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=800 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=1200, total=   6.6s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=1200, total=   5.9s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=800, total=   4.3s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=800, total=   3.6s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=900, total=   3.7s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=900, total=   3.8s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=900, total=   3.7s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=1000, total=   4.2s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=1000, total=   4.3s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=1000, total=   5.3s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=800 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=1200, total=   6.4s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=800 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=1200, total=   5.5s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=800 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=800, total=   3.4s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=900 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=1200, total=   5.6s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=900 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=800, total=   3.2s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=900 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=800, total=   3.3s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=900, total=   3.6s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=900, total=   4.1s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=900, total=   4.7s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=1000, total=   5.0s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=1000, total=   4.7s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=1000, total=   5.7s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=800 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=1200, total=   6.7s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=800 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=1200, total=   5.9s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=800 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=1200, total=   5.6s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=900 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=800, total=   3.9s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=900 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=800, total=   3.8s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=900 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=800, total=   3.4s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=900, total=   3.8s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=900, total=   3.9s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=900, total=   3.6s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=1000, total=   4.0s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=1000, total=   4.1s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=1000, total=   4.2s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=800 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=1200, total=   5.7s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=800 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=800, total=   3.6s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=800 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=1200, total=   5.4s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=1200, total=   5.4s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=800, total=   3.5s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=800, total=   3.5s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=900, total=   3.9s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=900, total=   3.9s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=900, total=   3.8s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1000, total=   5.1s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1000, total=   4.6s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1000, total=   5.0s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=800 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1200, total=   6.0s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=800 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=800, total=   3.2s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=800 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1200, total=   5.5s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=900 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1200, total=   5.1s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=900 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=800, total=   3.8s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=900 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=800, total=   3.7s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=900, total=   4.0s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=900, total=   4.8s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=900, total=   4.1s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=1000, total=   3.9s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=1000, total=   4.3s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=1000, total=   3.9s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=800 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=1200, total=   5.0s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=800 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=1200, total=   5.2s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=800 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=800, total=   3.4s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=900 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=1200, total=   5.6s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=900 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=800, total=   3.4s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=900 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=800, total=   3.3s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=900, total=   4.1s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=900, total=   3.5s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=900, total=   3.4s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=1000, total=   4.1s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=1000, total=   4.1s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=1000, total=   4.4s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=800 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=1200, total=   5.0s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=800 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=1200, total=   5.3s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=800 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=800, total=   3.2s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=1200, total=   5.1s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=800, total=   3.1s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=800, total=   3.2s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=900, total=   4.1s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=900, total=   3.9s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=900, total=   3.9s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1000, total=   5.0s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1000, total=   4.5s\n[CV] bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1000, total=   4.8s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=800 \n","output_type":"stream"},{"name":"stderr","text":"[Parallel(n_jobs=-1)]: Done 357 tasks      | elapsed:  6.9min\n","output_type":"stream"},{"name":"stdout","text":"[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1200, total=   5.2s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=800 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1200, total=   4.7s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=800 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=800, total=   3.9s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=900 \n[CV]  bootstrap=True, max_depth=10, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1200, total=   4.8s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=800, total=   4.1s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=800, total=   4.7s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=900, total=   4.7s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=900, total=   5.7s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=900, total=   5.4s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=1000, total=   5.5s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=1000, total=   5.2s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=1000, total=   5.3s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=800 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=1200, total=   6.6s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=800 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=800, total=   4.4s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=800 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=1200, total=   6.3s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=3, n_estimators=1200, total=   6.6s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=800, total=   4.1s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=800, total=   3.8s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=900, total=   4.7s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=900, total=   5.9s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=900, total=   5.3s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=1000, total=   5.9s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=1000, total=   5.2s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=1000, total=   4.9s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=800 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=1200, total=   5.9s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=800 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=1200, total=   6.4s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=800 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=800, total=   4.6s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=5, n_estimators=1200, total=   6.6s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=800, total=   4.2s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=800, total=   4.0s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=900, total=   4.2s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=900, total=   4.2s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=900, total=   4.1s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=1000, total=   5.0s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=1000, total=   5.1s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=1000, total=   5.3s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=800 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=1200, total=   5.9s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=800 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=800, total=   5.0s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=800 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=1200, total=   7.5s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=800, total=   4.9s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=2, min_samples_split=7, n_estimators=1200, total=   7.2s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=800, total=   3.9s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=900, total=   4.7s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=900, total=   4.7s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=900, total=   4.4s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=1000, total=   4.6s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=1000, total=   4.5s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=1000, total=   4.5s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=800 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=1200, total=   5.5s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=800 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=800, total=   4.0s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=800 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=1200, total=   6.0s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=3, n_estimators=1200, total=   6.2s\n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=800, total=   3.9s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=900 \n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=800, total=   4.0s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=900, total=   4.9s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=900, total=   4.9s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=900, total=   5.4s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=1000, total=   5.5s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=1000, total=   5.5s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=1000, total=   5.2s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=800 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=1200, total=   5.9s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=800 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=1200, total=   5.5s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=800 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=800, total=   3.7s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=5, n_estimators=1200, total=   5.6s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=800, total=   3.8s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=800, total=   4.9s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=900, total=   5.2s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=900, total=   4.6s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=900, total=   4.8s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=1000, total=   4.5s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=1000, total=   4.5s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=1000, total=   4.6s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=800 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=1200, total=   5.9s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=800 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=800, total=   4.1s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=800 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=1200, total=   6.3s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=800, total=   3.5s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=3, min_samples_split=7, n_estimators=1200, total=   6.0s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=800, total=   3.4s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=900, total=   3.9s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=900, total=   4.0s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=900, total=   4.1s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=1000, total=   4.8s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=1000, total=   5.0s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=1000, total=   5.2s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=800 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=1200, total=   5.6s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=800 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=1200, total=   5.1s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=800 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=800, total=   3.3s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=800, total=   3.6s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=3, n_estimators=1200, total=   5.5s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=800, total=   4.0s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=900, total=   4.9s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=900, total=   4.6s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=900, total=   4.2s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=1000, total=   4.3s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=1000, total=   4.3s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=1000, total=   4.3s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=800 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=1200, total=   5.7s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=800 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=1200, total=   5.7s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=800 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=800, total=   4.2s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=5, n_estimators=1200, total=   6.3s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=800, total=   3.9s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=800, total=   3.7s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=900, total=   4.1s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=900, total=   4.1s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=900, total=   5.1s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=1000, total=   5.3s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=1000, total=   5.4s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=1000, total=   5.0s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=800 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=1200, total=   5.5s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=800 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=800, total=   3.3s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=800 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=1200, total=   5.3s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=4, min_samples_split=7, n_estimators=1200, total=   5.1s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=800, total=   4.0s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=800, total=   4.2s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=900, total=   4.7s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=900, total=   4.5s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=900, total=   4.2s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=1000, total=   4.4s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=1000, total=   4.1s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=1000, total=   4.0s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=800 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=1200, total=   5.3s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=800 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=800, total=   4.2s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=800 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=1200, total=   5.3s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=3, n_estimators=1200, total=   5.9s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=800, total=   3.8s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=800, total=   3.4s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=900, total=   3.7s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=900, total=   3.8s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=900, total=   3.7s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=1000, total=   4.2s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=1000, total=   4.6s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=1000, total=   4.4s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=800 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=1200, total=   5.4s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=800 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=800, total=   3.3s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=800 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=1200, total=   5.4s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=5, n_estimators=1200, total=   5.1s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=800, total=   3.2s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=800, total=   3.3s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=900, total=   4.5s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=900, total=   5.5s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=900, total=   6.5s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1000, total=   4.1s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1000, total=   6.1s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1000, total=   4.2s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=800 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1200, total=   5.1s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=800 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1200, total=   5.3s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=800 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=800, total=   3.7s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1200, total=   5.2s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=800, total=   3.4s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=800, total=   3.4s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=900, total=   3.7s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=900, total=   3.6s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=900, total=   4.2s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=1000, total=   4.4s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=1000, total=   4.3s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=1000, total=   4.8s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=800 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=800, total=   4.2s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=800 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=1200, total=   5.9s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=800 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=1200, total=   5.9s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=3, n_estimators=1200, total=   5.6s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=800, total=   3.2s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=800, total=   3.1s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=900, total=   3.5s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=900, total=   3.5s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=900, total=   4.4s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=1000, total=   4.6s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=1000, total=   5.0s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=1000, total=   5.0s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=800 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=1200, total=   5.0s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=800 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=1200, total=   4.9s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=800 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=800, total=   3.3s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=5, n_estimators=1200, total=   4.8s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=800, total=   3.8s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=800, total=   3.6s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=900, total=   4.1s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=900, total=   4.5s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=900, total=   3.8s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1000, total=   4.3s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1000, total=   4.2s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1000, total=   3.9s\n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1200, total=   4.3s\n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1200, total=   4.5s\n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1200, total=   4.4s\n","output_type":"stream"},{"name":"stderr","text":"[Parallel(n_jobs=-1)]: Done 540 out of 540 | elapsed: 10.7min finished\n","output_type":"stream"},{"execution_count":21,"output_type":"execute_result","data":{"text/plain":"GridSearchCV(cv=3, error_score='raise',\n       estimator=RandomForestRegressor(bootstrap=True, criterion='mse', max_depth=None,\n           max_features='auto', max_leaf_nodes=None,\n           min_impurity_decrease=0.0, min_impurity_split=None,\n           min_samples_leaf=1, min_samples_split=2,\n           min_weight_fraction_leaf=0.0, n_estimators=10, n_jobs=1,\n           oob_score=False, random_state=None, verbose=0, warm_start=False),\n       fit_params=None, iid=True, n_jobs=-1,\n       param_grid={'bootstrap': [True], 'max_depth': [8, 10, 12], 'max_features': ['auto'], 'min_samples_leaf': [2, 3, 4, 5, 6], 'min_samples_split': [3, 5, 7], 'n_estimators': [800, 900, 1000, 1200]},\n       pre_dispatch='2*n_jobs', refit=True, return_train_score='warn',\n       scoring='neg_mean_absolute_error', verbose=2)"},"metadata":{}}]},{"cell_type":"code","source":"grid_search.best_params_","metadata":{},"execution_count":22,"outputs":[{"execution_count":22,"output_type":"execute_result","data":{"text/plain":"{'bootstrap': True,\n 'max_depth': 8,\n 'max_features': 'auto',\n 'min_samples_leaf': 6,\n 'min_samples_split': 5,\n 'n_estimators': 900}"},"metadata":{}}]},{"cell_type":"code","source":"best_grid = grid_search.best_estimator_\nevaluate(best_grid, test_features, test_labels)","metadata":{},"execution_count":23,"outputs":[{"name":"stdout","text":"平均气温误差. 3.67701957407\nAccuracy = 93.79%.\n","output_type":"stream"}]},{"cell_type":"markdown","source":"## 另一组参赛选手 Grid Search\n\n经过了再调整之后我们的算法模型效果又有了一点提升，虽然只是一小点，但是把每一小步累计在一次就是一个大成绩了。再用网络搜索的时候，遍历的次数太多，我们通常并不把所有的可能性都放进去，而是分成不同的组来分别执行，下面我们再来看看另外一组网络搜索的参赛选手:","metadata":{}},{"cell_type":"code","source":"param_grid = {\n    'bootstrap': [True],\n    'max_depth': [12, 15, None],\n    'max_features': [3, 4,'auto'],\n    'min_samples_leaf': [5, 6, 7],\n    'min_samples_split': [7,10,13],\n    'n_estimators': [900, 1000, 1200]\n}\n\n# 选择算法模型\nrf = RandomForestRegressor()\n\n# 继续寻找\ngrid_search_ad = GridSearchCV(estimator = rf, param_grid = param_grid, \n                           scoring = 'neg_mean_absolute_error', cv = 3, \n                           n_jobs = -1, verbose = 2)\n\ngrid_search_ad.fit(train_features, train_labels)","metadata":{},"execution_count":24,"outputs":[{"name":"stdout","text":"Fitting 3 folds for each of 243 candidates, totalling 729 fits\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=5, min_samples_split=7, n_estimators=900 \n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=5, min_samples_split=7, n_estimators=900 \n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=5, min_samples_split=7, n_estimators=900 \n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=5, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=5, min_samples_split=7, n_estimators=900, total=   2.6s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=5, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=5, min_samples_split=7, n_estimators=900, total=   2.7s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=5, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=5, min_samples_split=7, n_estimators=900, total=   2.7s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=5, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=5, min_samples_split=7, n_estimators=1000, total=   2.9s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=5, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=5, min_samples_split=7, n_estimators=1000, total=   3.2s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=5, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=5, min_samples_split=7, n_estimators=1000, total=   3.2s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=5, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=5, min_samples_split=7, n_estimators=1200, total=   4.3s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=5, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=5, min_samples_split=7, n_estimators=1200, total=   4.2s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=5, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=5, min_samples_split=10, n_estimators=900, total=   3.2s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=5, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=5, min_samples_split=7, n_estimators=1200, total=   3.9s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=5, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=5, min_samples_split=10, n_estimators=900, total=   3.0s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=5, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=5, min_samples_split=10, n_estimators=900, total=   2.9s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=5, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=5, min_samples_split=10, n_estimators=1000, total=   3.0s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=5, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=5, min_samples_split=10, n_estimators=1000, total=   3.0s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=5, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=5, min_samples_split=10, n_estimators=1000, total=   2.9s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=5, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=5, min_samples_split=10, n_estimators=1200, total=   3.6s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=5, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=5, min_samples_split=13, n_estimators=900, total=   3.2s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=5, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=5, min_samples_split=10, n_estimators=1200, total=   4.1s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=5, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=5, min_samples_split=13, n_estimators=900, total=   3.0s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=5, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=5, min_samples_split=10, n_estimators=1200, total=   4.7s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=5, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=5, min_samples_split=13, n_estimators=900, total=   3.1s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=5, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=5, min_samples_split=13, n_estimators=1000, total=   3.2s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=5, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=5, min_samples_split=13, n_estimators=1000, total=   2.9s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=5, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=5, min_samples_split=13, n_estimators=1000, total=   2.9s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=6, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=5, min_samples_split=13, n_estimators=1200, total=   3.5s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=6, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=5, min_samples_split=13, n_estimators=1200, total=   3.6s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=6, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=6, min_samples_split=7, n_estimators=900, total=   2.8s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=6, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=5, min_samples_split=13, n_estimators=1200, total=   3.8s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=6, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=6, min_samples_split=7, n_estimators=900, total=   3.6s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=6, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=6, min_samples_split=7, n_estimators=1000, total=   3.5s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=6, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=6, min_samples_split=7, n_estimators=900, total=   4.0s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=6, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=6, min_samples_split=7, n_estimators=1000, total=   4.1s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=6, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=6, min_samples_split=7, n_estimators=1000, total=   3.0s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=6, min_samples_split=10, n_estimators=900 \n","output_type":"stream"},{"name":"stderr","text":"[Parallel(n_jobs=-1)]: Done  33 tasks      | elapsed:   31.5s\n","output_type":"stream"},{"name":"stdout","text":"[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=6, min_samples_split=7, n_estimators=1200, total=   3.4s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=6, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=6, min_samples_split=7, n_estimators=1200, total=   3.7s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=6, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=6, min_samples_split=7, n_estimators=1200, total=   3.5s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=6, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=6, min_samples_split=10, n_estimators=900, total=   2.7s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=6, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=6, min_samples_split=10, n_estimators=900, total=   2.7s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=6, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=6, min_samples_split=10, n_estimators=900, total=   2.7s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=6, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=6, min_samples_split=10, n_estimators=1000, total=   3.0s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=6, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=6, min_samples_split=10, n_estimators=1000, total=   3.6s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=6, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=6, min_samples_split=10, n_estimators=1000, total=   3.7s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=6, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=6, min_samples_split=10, n_estimators=1200, total=   4.2s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=6, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=6, min_samples_split=10, n_estimators=1200, total=   4.3s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=6, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=6, min_samples_split=10, n_estimators=1200, total=   3.8s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=6, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=6, min_samples_split=13, n_estimators=900, total=   3.0s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=6, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=6, min_samples_split=13, n_estimators=900, total=   2.8s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=6, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=6, min_samples_split=13, n_estimators=900, total=   2.6s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=6, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=6, min_samples_split=13, n_estimators=1000, total=   2.9s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=6, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=6, min_samples_split=13, n_estimators=1000, total=   3.1s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=6, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=6, min_samples_split=13, n_estimators=1000, total=   3.2s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=7, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=6, min_samples_split=13, n_estimators=1200, total=   4.2s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=7, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=6, min_samples_split=13, n_estimators=1200, total=   4.4s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=7, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=6, min_samples_split=13, n_estimators=1200, total=   3.9s\n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=7, min_samples_split=7, n_estimators=900, total=   3.5s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=7, min_samples_split=7, n_estimators=1000 \n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=7, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=7, min_samples_split=7, n_estimators=900, total=   2.8s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=7, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=7, min_samples_split=7, n_estimators=900, total=   2.6s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=7, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=7, min_samples_split=7, n_estimators=1000, total=   3.2s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=7, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=7, min_samples_split=7, n_estimators=1000, total=   3.1s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=7, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=7, min_samples_split=7, n_estimators=1000, total=   2.9s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=7, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=7, min_samples_split=7, n_estimators=1200, total=   3.8s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=7, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=7, min_samples_split=10, n_estimators=900, total=   3.2s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=7, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=7, min_samples_split=7, n_estimators=1200, total=   3.6s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=7, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=7, min_samples_split=7, n_estimators=1200, total=   4.0s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=7, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=7, min_samples_split=10, n_estimators=900, total=   2.8s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=7, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=7, min_samples_split=10, n_estimators=900, total=   2.6s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=7, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=7, min_samples_split=10, n_estimators=1000, total=   3.1s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=7, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=7, min_samples_split=10, n_estimators=1000, total=   3.0s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=7, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=7, min_samples_split=10, n_estimators=1000, total=   3.1s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=7, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=7, min_samples_split=10, n_estimators=1200, total=   3.6s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=7, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=7, min_samples_split=10, n_estimators=1200, total=   3.4s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=7, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=7, min_samples_split=10, n_estimators=1200, total=   4.1s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=7, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=7, min_samples_split=13, n_estimators=900, total=   3.5s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=7, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=7, min_samples_split=13, n_estimators=900, total=   3.0s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=7, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=7, min_samples_split=13, n_estimators=900, total=   3.8s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=7, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=7, min_samples_split=13, n_estimators=1000, total=   4.8s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=7, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=7, min_samples_split=13, n_estimators=1000, total=   4.1s\n[CV] bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=7, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=7, min_samples_split=13, n_estimators=1000, total=   4.4s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=5, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=7, min_samples_split=13, n_estimators=1200, total=   4.8s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=5, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=7, min_samples_split=13, n_estimators=1200, total=   3.4s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=5, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=5, min_samples_split=7, n_estimators=900, total=   2.9s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=5, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=3, min_samples_leaf=7, min_samples_split=13, n_estimators=1200, total=   3.3s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=5, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=5, min_samples_split=7, n_estimators=900, total=   3.4s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=5, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=5, min_samples_split=7, n_estimators=900, total=   3.8s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=5, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=5, min_samples_split=7, n_estimators=1000, total=   3.7s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=5, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=5, min_samples_split=7, n_estimators=1000, total=   3.9s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=5, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=5, min_samples_split=7, n_estimators=1000, total=   3.6s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=5, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=5, min_samples_split=7, n_estimators=1200, total=   4.1s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=5, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=5, min_samples_split=7, n_estimators=1200, total=   4.0s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=5, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=5, min_samples_split=7, n_estimators=1200, total=   4.2s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=5, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=5, min_samples_split=10, n_estimators=900, total=   3.5s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=5, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=5, min_samples_split=10, n_estimators=900, total=   3.6s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=5, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=5, min_samples_split=10, n_estimators=900, total=   4.0s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=5, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=5, min_samples_split=10, n_estimators=1000, total=   4.2s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=5, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=5, min_samples_split=10, n_estimators=1000, total=   4.2s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=5, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=5, min_samples_split=10, n_estimators=1000, total=   4.4s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=5, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=5, min_samples_split=10, n_estimators=1200, total=   4.5s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=5, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=5, min_samples_split=10, n_estimators=1200, total=   4.3s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=5, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=5, min_samples_split=10, n_estimators=1200, total=   4.1s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=5, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=5, min_samples_split=13, n_estimators=900, total=   2.9s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=5, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=5, min_samples_split=13, n_estimators=900, total=   3.1s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=5, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=5, min_samples_split=13, n_estimators=900, total=   3.0s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=5, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=5, min_samples_split=13, n_estimators=1000, total=   3.6s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=5, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=5, min_samples_split=13, n_estimators=1000, total=   4.1s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=5, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=5, min_samples_split=13, n_estimators=1000, total=   4.1s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=6, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=5, min_samples_split=13, n_estimators=1200, total=   4.5s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=6, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=5, min_samples_split=13, n_estimators=1200, total=   4.3s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=6, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=5, min_samples_split=13, n_estimators=1200, total=   4.3s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=6, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=6, min_samples_split=7, n_estimators=900, total=   3.1s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=6, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=6, min_samples_split=7, n_estimators=900, total=   3.2s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=6, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=6, min_samples_split=7, n_estimators=900, total=   3.2s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=6, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=6, min_samples_split=7, n_estimators=1000, total=   3.6s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=6, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=6, min_samples_split=7, n_estimators=1000, total=   3.8s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=6, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=6, min_samples_split=7, n_estimators=1000, total=   3.8s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=6, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=6, min_samples_split=7, n_estimators=1200, total=   4.6s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=6, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=6, min_samples_split=10, n_estimators=900, total=   3.2s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=6, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=6, min_samples_split=7, n_estimators=1200, total=   4.2s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=6, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=6, min_samples_split=7, n_estimators=1200, total=   4.1s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=6, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=6, min_samples_split=10, n_estimators=900, total=   3.0s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=6, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=6, min_samples_split=10, n_estimators=900, total=   2.9s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=6, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=6, min_samples_split=10, n_estimators=1000, total=   3.2s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=6, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=6, min_samples_split=10, n_estimators=1000, total=   3.2s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=6, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=6, min_samples_split=10, n_estimators=1000, total=   3.5s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=6, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=6, min_samples_split=10, n_estimators=1200, total=   4.7s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=6, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=6, min_samples_split=10, n_estimators=1200, total=   4.5s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=6, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=6, min_samples_split=13, n_estimators=900, total=   3.2s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=6, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=6, min_samples_split=10, n_estimators=1200, total=   5.1s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=6, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=6, min_samples_split=13, n_estimators=900, total=   2.9s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=6, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=6, min_samples_split=13, n_estimators=900, total=   2.9s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=6, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=6, min_samples_split=13, n_estimators=1000, total=   3.2s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=6, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=6, min_samples_split=13, n_estimators=1000, total=   3.6s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=6, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=6, min_samples_split=13, n_estimators=1000, total=   3.4s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=7, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=6, min_samples_split=13, n_estimators=1200, total=   4.4s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=7, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=6, min_samples_split=13, n_estimators=1200, total=   4.9s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=7, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=6, min_samples_split=13, n_estimators=1200, total=   4.8s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=7, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=7, min_samples_split=7, n_estimators=900, total=   3.2s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=7, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=7, min_samples_split=7, n_estimators=900, total=   3.1s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=7, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=7, min_samples_split=7, n_estimators=900, total=   2.8s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=7, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=7, min_samples_split=7, n_estimators=1000, total=   3.1s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=7, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=7, min_samples_split=7, n_estimators=1000, total=   3.2s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=7, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=7, min_samples_split=7, n_estimators=1000, total=   3.2s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=7, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=7, min_samples_split=7, n_estimators=1200, total=   3.9s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=7, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=7, min_samples_split=7, n_estimators=1200, total=   4.1s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=7, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=7, min_samples_split=7, n_estimators=1200, total=   4.5s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=7, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=7, min_samples_split=10, n_estimators=900, total=   3.4s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=7, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=7, min_samples_split=10, n_estimators=900, total=   3.4s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=7, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=7, min_samples_split=10, n_estimators=900, total=   3.2s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=7, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=7, min_samples_split=10, n_estimators=1000, total=   3.5s\n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=7, min_samples_split=10, n_estimators=1000, total=   3.3s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=7, min_samples_split=10, n_estimators=1200 \n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=7, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=7, min_samples_split=10, n_estimators=1000, total=   3.1s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=7, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=7, min_samples_split=10, n_estimators=1200, total=   3.8s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=7, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=7, min_samples_split=10, n_estimators=1200, total=   3.8s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=7, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=7, min_samples_split=10, n_estimators=1200, total=   3.9s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=7, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=7, min_samples_split=13, n_estimators=900, total=   3.2s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=7, min_samples_split=13, n_estimators=1000 \n","output_type":"stream"},{"name":"stderr","text":"[Parallel(n_jobs=-1)]: Done 154 tasks      | elapsed:  2.4min\n","output_type":"stream"},{"name":"stdout","text":"[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=7, min_samples_split=13, n_estimators=900, total=   3.7s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=7, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=7, min_samples_split=13, n_estimators=900, total=   4.1s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=7, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=7, min_samples_split=13, n_estimators=1000, total=   4.1s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=7, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=7, min_samples_split=13, n_estimators=1000, total=   4.2s\n[CV] bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=7, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=7, min_samples_split=13, n_estimators=1000, total=   3.5s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=7, min_samples_split=13, n_estimators=1200, total=   3.9s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=7, min_samples_split=13, n_estimators=1200, total=   3.9s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=4, min_samples_leaf=7, min_samples_split=13, n_estimators=1200, total=   3.8s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=900, total=   3.8s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=900, total=   4.3s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=900, total=   4.6s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1000, total=   5.1s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1000, total=   4.4s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1000, total=   4.3s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1200, total=   5.0s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1200, total=   5.3s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1200, total=   5.5s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=10, n_estimators=900, total=   4.2s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=10, n_estimators=900, total=   4.3s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=10, n_estimators=900, total=   4.2s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=10, n_estimators=1000, total=   4.6s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=10, n_estimators=1000, total=   4.3s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=10, n_estimators=1000, total=   4.2s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=10, n_estimators=1200, total=   4.9s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=13, n_estimators=900, total=   3.6s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=10, n_estimators=1200, total=   4.9s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=10, n_estimators=1200, total=   5.5s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=13, n_estimators=900, total=   4.2s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=13, n_estimators=900, total=   4.1s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=13, n_estimators=1000, total=   4.4s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=13, n_estimators=1000, total=   4.1s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=13, n_estimators=1000, total=   3.9s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=13, n_estimators=1200, total=   4.8s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=13, n_estimators=1200, total=   4.9s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=5, min_samples_split=13, n_estimators=1200, total=   5.3s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=900, total=   3.9s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=900, total=   3.9s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=900, total=   4.0s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1000, total=   5.4s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1000, total=   5.7s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1000, total=   5.4s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1200, total=   5.9s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1200, total=   5.5s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1200, total=   5.3s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=10, n_estimators=900, total=   4.0s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=10, n_estimators=900, total=   3.6s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=10, n_estimators=900, total=   3.8s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=10, n_estimators=1000, total=   4.1s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=10, n_estimators=1000, total=   4.3s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=10, n_estimators=1000, total=   4.1s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=10, n_estimators=1200, total=   5.8s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=10, n_estimators=1200, total=   6.3s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=13, n_estimators=900, total=   4.4s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=10, n_estimators=1200, total=   5.6s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=13, n_estimators=900, total=   3.9s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=13, n_estimators=900, total=   3.6s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=13, n_estimators=1000, total=   3.9s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=13, n_estimators=1000, total=   4.1s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=13, n_estimators=1000, total=   4.8s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=7, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=13, n_estimators=1200, total=   5.3s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=7, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=13, n_estimators=1200, total=   5.5s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=7, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=6, min_samples_split=13, n_estimators=1200, total=   5.3s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=7, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=7, min_samples_split=7, n_estimators=900, total=   3.7s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=7, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=7, min_samples_split=7, n_estimators=900, total=   3.4s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=7, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=7, min_samples_split=7, n_estimators=900, total=   3.6s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=7, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=7, min_samples_split=7, n_estimators=1000, total=   3.8s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=7, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=7, min_samples_split=7, n_estimators=1000, total=   4.8s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=7, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=7, min_samples_split=7, n_estimators=1000, total=   4.2s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=7, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=7, min_samples_split=7, n_estimators=1200, total=   5.6s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=7, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=7, min_samples_split=7, n_estimators=1200, total=   5.4s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=7, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=7, min_samples_split=10, n_estimators=900, total=   3.5s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=7, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=7, min_samples_split=7, n_estimators=1200, total=   4.9s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=7, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=7, min_samples_split=10, n_estimators=900, total=   3.4s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=7, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=7, min_samples_split=10, n_estimators=900, total=   3.5s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=7, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=7, min_samples_split=10, n_estimators=1000, total=   3.8s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=7, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=7, min_samples_split=10, n_estimators=1000, total=   4.3s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=7, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=7, min_samples_split=10, n_estimators=1000, total=   4.1s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=7, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=7, min_samples_split=10, n_estimators=1200, total=   5.3s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=7, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=7, min_samples_split=10, n_estimators=1200, total=   5.8s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=7, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=7, min_samples_split=13, n_estimators=900, total=   3.8s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=7, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=7, min_samples_split=10, n_estimators=1200, total=   4.8s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=7, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=7, min_samples_split=13, n_estimators=900, total=   3.3s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=7, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=7, min_samples_split=13, n_estimators=900, total=   3.4s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=7, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=7, min_samples_split=13, n_estimators=1000, total=   3.8s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=7, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=7, min_samples_split=13, n_estimators=1000, total=   4.0s\n[CV] bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=7, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=7, min_samples_split=13, n_estimators=1000, total=   4.2s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=5, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=5, min_samples_split=7, n_estimators=900, total=   2.9s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=5, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=7, min_samples_split=13, n_estimators=1200, total=   5.3s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=5, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=7, min_samples_split=13, n_estimators=1200, total=   5.4s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=5, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=12, max_features=auto, min_samples_leaf=7, min_samples_split=13, n_estimators=1200, total=   5.2s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=5, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=5, min_samples_split=7, n_estimators=900, total=   2.6s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=5, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=5, min_samples_split=7, n_estimators=900, total=   2.6s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=5, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=5, min_samples_split=7, n_estimators=1000, total=   2.9s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=5, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=5, min_samples_split=7, n_estimators=1000, total=   2.9s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=5, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=5, min_samples_split=7, n_estimators=1000, total=   3.3s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=5, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=5, min_samples_split=7, n_estimators=1200, total=   3.8s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=5, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=5, min_samples_split=7, n_estimators=1200, total=   4.2s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=5, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=5, min_samples_split=7, n_estimators=1200, total=   4.3s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=5, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=5, min_samples_split=10, n_estimators=900, total=   2.9s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=5, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=5, min_samples_split=10, n_estimators=900, total=   2.9s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=5, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=5, min_samples_split=10, n_estimators=900, total=   2.8s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=5, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=5, min_samples_split=10, n_estimators=1000, total=   2.9s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=5, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=5, min_samples_split=10, n_estimators=1000, total=   2.9s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=5, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=5, min_samples_split=10, n_estimators=1000, total=   3.0s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=5, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=5, min_samples_split=10, n_estimators=1200, total=   3.8s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=5, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=5, min_samples_split=10, n_estimators=1200, total=   3.6s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=5, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=5, min_samples_split=13, n_estimators=900, total=   3.1s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=5, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=5, min_samples_split=10, n_estimators=1200, total=   4.0s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=5, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=5, min_samples_split=13, n_estimators=900, total=   3.1s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=5, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=5, min_samples_split=13, n_estimators=900, total=   2.9s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=5, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=5, min_samples_split=13, n_estimators=1000, total=   3.0s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=5, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=5, min_samples_split=13, n_estimators=1000, total=   3.2s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=5, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=5, min_samples_split=13, n_estimators=1000, total=   3.1s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=6, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=5, min_samples_split=13, n_estimators=1200, total=   3.8s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=6, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=5, min_samples_split=13, n_estimators=1200, total=   3.8s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=6, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=5, min_samples_split=13, n_estimators=1200, total=   3.7s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=6, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=6, min_samples_split=7, n_estimators=900, total=   2.6s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=6, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=6, min_samples_split=7, n_estimators=900, total=   2.8s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=6, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=6, min_samples_split=7, n_estimators=900, total=   3.0s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=6, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=6, min_samples_split=7, n_estimators=1000, total=   3.3s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=6, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=6, min_samples_split=7, n_estimators=1000, total=   3.5s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=6, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=6, min_samples_split=7, n_estimators=1000, total=   3.2s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=6, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=6, min_samples_split=7, n_estimators=1200, total=   3.6s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=6, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=6, min_samples_split=7, n_estimators=1200, total=   3.7s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=6, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=6, min_samples_split=7, n_estimators=1200, total=   3.4s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=6, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=6, min_samples_split=10, n_estimators=900, total=   2.7s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=6, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=6, min_samples_split=10, n_estimators=900, total=   2.6s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=6, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=6, min_samples_split=10, n_estimators=900, total=   2.7s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=6, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=6, min_samples_split=10, n_estimators=1000, total=   3.0s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=6, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=6, min_samples_split=10, n_estimators=1000, total=   3.2s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=6, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=6, min_samples_split=10, n_estimators=1000, total=   3.8s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=6, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=6, min_samples_split=10, n_estimators=1200, total=   4.0s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=6, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=6, min_samples_split=10, n_estimators=1200, total=   4.1s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=6, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=6, min_samples_split=10, n_estimators=1200, total=   3.9s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=6, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=6, min_samples_split=13, n_estimators=900, total=   2.7s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=6, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=6, min_samples_split=13, n_estimators=900, total=   2.5s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=6, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=6, min_samples_split=13, n_estimators=900, total=   2.7s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=6, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=6, min_samples_split=13, n_estimators=1000, total=   2.9s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=6, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=6, min_samples_split=13, n_estimators=1000, total=   2.8s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=6, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=6, min_samples_split=13, n_estimators=1000, total=   2.8s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=7, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=6, min_samples_split=13, n_estimators=1200, total=   3.8s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=7, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=6, min_samples_split=13, n_estimators=1200, total=   3.8s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=7, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=7, min_samples_split=7, n_estimators=900, total=   3.1s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=7, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=6, min_samples_split=13, n_estimators=1200, total=   4.0s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=7, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=7, min_samples_split=7, n_estimators=900, total=   2.8s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=7, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=7, min_samples_split=7, n_estimators=900, total=   2.6s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=7, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=7, min_samples_split=7, n_estimators=1000, total=   2.9s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=7, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=7, min_samples_split=7, n_estimators=1000, total=   2.9s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=7, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=7, min_samples_split=7, n_estimators=1000, total=   2.8s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=7, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=7, min_samples_split=7, n_estimators=1200, total=   3.4s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=7, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=7, min_samples_split=7, n_estimators=1200, total=   3.3s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=7, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=7, min_samples_split=7, n_estimators=1200, total=   3.3s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=7, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=7, min_samples_split=10, n_estimators=900, total=   2.8s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=7, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=7, min_samples_split=10, n_estimators=900, total=   2.9s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=7, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=7, min_samples_split=10, n_estimators=900, total=   3.0s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=7, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=7, min_samples_split=10, n_estimators=1000, total=   3.3s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=7, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=7, min_samples_split=10, n_estimators=1000, total=   3.2s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=7, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=7, min_samples_split=10, n_estimators=1000, total=   3.1s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=7, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=7, min_samples_split=10, n_estimators=1200, total=   3.4s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=7, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=7, min_samples_split=10, n_estimators=1200, total=   3.4s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=7, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=7, min_samples_split=13, n_estimators=900, total=   4.2s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=7, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=7, min_samples_split=10, n_estimators=1200, total=   5.2s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=7, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=7, min_samples_split=13, n_estimators=900, total=   3.4s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=7, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=7, min_samples_split=13, n_estimators=900, total=   4.0s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=7, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=7, min_samples_split=13, n_estimators=1000, total=   2.9s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=7, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=7, min_samples_split=13, n_estimators=1000, total=   3.1s\n[CV] bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=7, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=7, min_samples_split=13, n_estimators=1000, total=   3.3s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=5, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=7, min_samples_split=13, n_estimators=1200, total=   3.8s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=5, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=7, min_samples_split=13, n_estimators=1200, total=   3.5s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=5, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=3, min_samples_leaf=7, min_samples_split=13, n_estimators=1200, total=   3.5s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=5, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=5, min_samples_split=7, n_estimators=900, total=   3.0s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=5, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=5, min_samples_split=7, n_estimators=900, total=   3.0s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=5, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=5, min_samples_split=7, n_estimators=900, total=   3.0s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=5, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=5, min_samples_split=7, n_estimators=1000, total=   3.3s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=5, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=5, min_samples_split=7, n_estimators=1000, total=   3.4s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=5, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=5, min_samples_split=7, n_estimators=1000, total=   3.5s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=5, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=5, min_samples_split=7, n_estimators=1200, total=   4.3s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=5, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=5, min_samples_split=7, n_estimators=1200, total=   4.4s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=5, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=5, min_samples_split=10, n_estimators=900, total=   3.2s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=5, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=5, min_samples_split=7, n_estimators=1200, total=   4.3s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=5, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=5, min_samples_split=10, n_estimators=900, total=   3.1s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=5, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=5, min_samples_split=10, n_estimators=900, total=   3.2s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=5, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=5, min_samples_split=10, n_estimators=1000, total=   3.6s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=5, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=5, min_samples_split=10, n_estimators=1000, total=   3.6s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=5, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=5, min_samples_split=10, n_estimators=1000, total=   3.3s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=5, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=5, min_samples_split=10, n_estimators=1200, total=   4.1s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=5, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=5, min_samples_split=10, n_estimators=1200, total=   4.2s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=5, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=5, min_samples_split=10, n_estimators=1200, total=   4.5s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=5, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=5, min_samples_split=13, n_estimators=900, total=   3.3s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=5, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=5, min_samples_split=13, n_estimators=900, total=   3.0s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=5, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=5, min_samples_split=13, n_estimators=900, total=   3.0s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=5, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=5, min_samples_split=13, n_estimators=1000, total=   3.2s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=5, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=5, min_samples_split=13, n_estimators=1000, total=   3.2s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=5, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=5, min_samples_split=13, n_estimators=1000, total=   3.2s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=6, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=5, min_samples_split=13, n_estimators=1200, total=   3.9s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=6, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=5, min_samples_split=13, n_estimators=1200, total=   3.9s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=6, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=5, min_samples_split=13, n_estimators=1200, total=   4.0s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=6, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=6, min_samples_split=7, n_estimators=900, total=   3.1s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=6, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=6, min_samples_split=7, n_estimators=900, total=   3.3s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=6, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=6, min_samples_split=7, n_estimators=900, total=   3.1s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=6, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=6, min_samples_split=7, n_estimators=1000, total=   3.3s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=6, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=6, min_samples_split=7, n_estimators=1000, total=   3.4s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=6, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=6, min_samples_split=7, n_estimators=1000, total=   3.3s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=6, min_samples_split=10, n_estimators=900 \n","output_type":"stream"},{"name":"stderr","text":"[Parallel(n_jobs=-1)]: Done 357 tasks      | elapsed:  5.9min\n","output_type":"stream"},{"name":"stdout","text":"[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=6, min_samples_split=7, n_estimators=1200, total=   3.9s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=6, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=6, min_samples_split=7, n_estimators=1200, total=   4.0s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=6, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=6, min_samples_split=7, n_estimators=1200, total=   3.8s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=6, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=6, min_samples_split=10, n_estimators=900, total=   3.0s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=6, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=6, min_samples_split=10, n_estimators=900, total=   3.1s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=6, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=6, min_samples_split=10, n_estimators=900, total=   3.2s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=6, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=6, min_samples_split=10, n_estimators=1000, total=   3.5s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=6, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=6, min_samples_split=10, n_estimators=1000, total=   3.7s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=6, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=6, min_samples_split=10, n_estimators=1000, total=   3.3s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=6, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=6, min_samples_split=10, n_estimators=1200, total=   4.0s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=6, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=6, min_samples_split=10, n_estimators=1200, total=   3.8s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=6, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=6, min_samples_split=10, n_estimators=1200, total=   3.8s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=6, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=6, min_samples_split=13, n_estimators=900, total=   2.9s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=6, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=6, min_samples_split=13, n_estimators=900, total=   2.9s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=6, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=6, min_samples_split=13, n_estimators=900, total=   2.8s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=6, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=6, min_samples_split=13, n_estimators=1000, total=   3.5s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=6, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=6, min_samples_split=13, n_estimators=1000, total=   3.3s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=6, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=6, min_samples_split=13, n_estimators=1000, total=   3.5s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=7, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=6, min_samples_split=13, n_estimators=1200, total=   4.1s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=7, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=6, min_samples_split=13, n_estimators=1200, total=   3.9s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=7, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=6, min_samples_split=13, n_estimators=1200, total=   4.2s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=7, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=7, min_samples_split=7, n_estimators=900, total=   2.9s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=7, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=7, min_samples_split=7, n_estimators=900, total=   2.8s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=7, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=7, min_samples_split=7, n_estimators=900, total=   2.8s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=7, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=7, min_samples_split=7, n_estimators=1000, total=   3.1s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=7, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=7, min_samples_split=7, n_estimators=1000, total=   3.0s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=7, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=7, min_samples_split=7, n_estimators=1000, total=   3.5s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=7, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=7, min_samples_split=7, n_estimators=1200, total=   4.2s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=7, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=7, min_samples_split=7, n_estimators=1200, total=   4.0s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=7, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=7, min_samples_split=7, n_estimators=1200, total=   4.0s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=7, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=7, min_samples_split=10, n_estimators=900, total=   3.0s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=7, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=7, min_samples_split=10, n_estimators=900, total=   2.8s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=7, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=7, min_samples_split=10, n_estimators=900, total=   2.9s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=7, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=7, min_samples_split=10, n_estimators=1000, total=   3.2s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=7, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=7, min_samples_split=10, n_estimators=1000, total=   3.1s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=7, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=7, min_samples_split=10, n_estimators=1000, total=   3.3s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=7, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=7, min_samples_split=10, n_estimators=1200, total=   3.8s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=7, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=7, min_samples_split=10, n_estimators=1200, total=   4.0s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=7, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=7, min_samples_split=10, n_estimators=1200, total=   3.8s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=7, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=7, min_samples_split=13, n_estimators=900, total=   3.4s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=7, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=7, min_samples_split=13, n_estimators=900, total=   3.0s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=7, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=7, min_samples_split=13, n_estimators=900, total=   3.0s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=7, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=7, min_samples_split=13, n_estimators=1000, total=   3.3s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=7, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=7, min_samples_split=13, n_estimators=1000, total=   3.1s\n[CV] bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=7, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=7, min_samples_split=13, n_estimators=1000, total=   3.4s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=7, min_samples_split=13, n_estimators=1200, total=   4.2s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=7, min_samples_split=13, n_estimators=1200, total=   3.9s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=4, min_samples_leaf=7, min_samples_split=13, n_estimators=1200, total=   4.0s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=900, total=   3.9s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=900, total=   4.1s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=900, total=   4.0s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1000, total=   4.3s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1000, total=   4.1s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1000, total=   4.1s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=5, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1200, total=   4.8s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=5, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1200, total=   4.9s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=5, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1200, total=   4.9s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=5, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=5, min_samples_split=10, n_estimators=900, total=   3.9s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=5, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=5, min_samples_split=10, n_estimators=900, total=   3.9s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=5, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=5, min_samples_split=10, n_estimators=900, total=   3.8s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=5, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=5, min_samples_split=10, n_estimators=1000, total=   4.3s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=5, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=5, min_samples_split=10, n_estimators=1000, total=   4.1s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=5, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=5, min_samples_split=10, n_estimators=1000, total=   4.0s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=5, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=5, min_samples_split=10, n_estimators=1200, total=   4.9s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=5, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=5, min_samples_split=10, n_estimators=1200, total=   4.9s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=5, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=5, min_samples_split=13, n_estimators=900, total=   3.7s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=5, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=5, min_samples_split=10, n_estimators=1200, total=   5.2s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=5, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=5, min_samples_split=13, n_estimators=900, total=   3.9s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=5, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=5, min_samples_split=13, n_estimators=900, total=   3.7s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=5, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=5, min_samples_split=13, n_estimators=1000, total=   4.1s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=5, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=5, min_samples_split=13, n_estimators=1000, total=   4.2s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=5, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=5, min_samples_split=13, n_estimators=1000, total=   4.0s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=5, min_samples_split=13, n_estimators=1200, total=   4.8s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=5, min_samples_split=13, n_estimators=1200, total=   4.8s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=5, min_samples_split=13, n_estimators=1200, total=   5.0s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=900, total=   3.6s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=900, total=   3.8s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=900, total=   3.8s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1000, total=   4.1s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1000, total=   4.1s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1000, total=   3.9s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=6, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1200, total=   4.8s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=6, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1200, total=   5.6s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=6, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1200, total=   7.2s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=6, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=6, min_samples_split=10, n_estimators=900, total=   5.4s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=6, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=6, min_samples_split=10, n_estimators=900, total=   4.9s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=6, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=6, min_samples_split=10, n_estimators=900, total=   3.7s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=6, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=6, min_samples_split=10, n_estimators=1000, total=   3.8s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=6, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=6, min_samples_split=10, n_estimators=1000, total=   4.0s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=6, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=6, min_samples_split=10, n_estimators=1000, total=   4.0s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=6, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=6, min_samples_split=10, n_estimators=1200, total=   4.8s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=6, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=6, min_samples_split=10, n_estimators=1200, total=   5.0s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=6, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=6, min_samples_split=10, n_estimators=1200, total=   5.0s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=6, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=6, min_samples_split=13, n_estimators=900, total=   3.8s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=6, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=6, min_samples_split=13, n_estimators=900, total=   3.7s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=6, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=6, min_samples_split=13, n_estimators=900, total=   3.6s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=6, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=6, min_samples_split=13, n_estimators=1000, total=   3.8s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=6, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=6, min_samples_split=13, n_estimators=1000, total=   3.8s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=6, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=6, min_samples_split=13, n_estimators=1000, total=   4.3s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=7, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=6, min_samples_split=13, n_estimators=1200, total=   5.1s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=7, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=6, min_samples_split=13, n_estimators=1200, total=   4.9s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=7, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=6, min_samples_split=13, n_estimators=1200, total=   5.2s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=7, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=7, min_samples_split=7, n_estimators=900, total=   3.8s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=7, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=7, min_samples_split=7, n_estimators=900, total=   3.6s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=7, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=7, min_samples_split=7, n_estimators=900, total=   3.5s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=7, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=7, min_samples_split=7, n_estimators=1000, total=   3.8s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=7, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=7, min_samples_split=7, n_estimators=1000, total=   3.8s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=7, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=7, min_samples_split=7, n_estimators=1000, total=   3.9s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=7, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=7, min_samples_split=7, n_estimators=1200, total=   4.5s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=7, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=7, min_samples_split=7, n_estimators=1200, total=   4.7s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=7, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=7, min_samples_split=7, n_estimators=1200, total=   4.7s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=7, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=7, min_samples_split=10, n_estimators=900, total=   3.7s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=7, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=7, min_samples_split=10, n_estimators=900, total=   3.8s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=7, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=7, min_samples_split=10, n_estimators=900, total=   3.6s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=7, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=7, min_samples_split=10, n_estimators=1000, total=   4.0s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=7, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=7, min_samples_split=10, n_estimators=1000, total=   3.8s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=7, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=7, min_samples_split=10, n_estimators=1000, total=   3.7s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=7, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=7, min_samples_split=10, n_estimators=1200, total=   4.5s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=7, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=7, min_samples_split=10, n_estimators=1200, total=   4.8s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=7, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=7, min_samples_split=13, n_estimators=900, total=   3.5s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=7, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=7, min_samples_split=10, n_estimators=1200, total=   4.9s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=7, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=7, min_samples_split=13, n_estimators=900, total=   3.7s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=7, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=7, min_samples_split=13, n_estimators=900, total=   3.5s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=7, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=7, min_samples_split=13, n_estimators=1000, total=   3.9s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=7, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=7, min_samples_split=13, n_estimators=1000, total=   3.9s\n[CV] bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=7, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=7, min_samples_split=13, n_estimators=1000, total=   3.8s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=5, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=7, min_samples_split=13, n_estimators=1200, total=   4.5s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=5, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=5, min_samples_split=7, n_estimators=900, total=   2.7s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=5, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=7, min_samples_split=13, n_estimators=1200, total=   4.6s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=5, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=15, max_features=auto, min_samples_leaf=7, min_samples_split=13, n_estimators=1200, total=   4.7s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=5, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=5, min_samples_split=7, n_estimators=900, total=   3.1s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=5, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=5, min_samples_split=7, n_estimators=900, total=   2.9s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=5, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=5, min_samples_split=7, n_estimators=1000, total=   3.1s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=5, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=5, min_samples_split=7, n_estimators=1000, total=   3.1s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=5, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=5, min_samples_split=7, n_estimators=1000, total=   3.0s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=5, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=5, min_samples_split=7, n_estimators=1200, total=   3.5s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=5, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=5, min_samples_split=7, n_estimators=1200, total=   3.5s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=5, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=5, min_samples_split=7, n_estimators=1200, total=   3.6s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=5, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=5, min_samples_split=10, n_estimators=900, total=   2.7s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=5, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=5, min_samples_split=10, n_estimators=900, total=   2.6s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=5, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=5, min_samples_split=10, n_estimators=900, total=   2.9s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=5, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=5, min_samples_split=10, n_estimators=1000, total=   3.1s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=5, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=5, min_samples_split=10, n_estimators=1000, total=   3.4s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=5, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=5, min_samples_split=10, n_estimators=1000, total=   3.3s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=5, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=5, min_samples_split=10, n_estimators=1200, total=   3.7s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=5, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=5, min_samples_split=10, n_estimators=1200, total=   3.7s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=5, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=5, min_samples_split=10, n_estimators=1200, total=   3.6s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=5, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=5, min_samples_split=13, n_estimators=900, total=   2.6s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=5, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=5, min_samples_split=13, n_estimators=900, total=   2.6s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=5, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=5, min_samples_split=13, n_estimators=900, total=   2.6s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=5, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=5, min_samples_split=13, n_estimators=1000, total=   2.9s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=5, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=5, min_samples_split=13, n_estimators=1000, total=   2.9s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=5, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=5, min_samples_split=13, n_estimators=1000, total=   3.0s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=6, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=5, min_samples_split=13, n_estimators=1200, total=   3.9s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=6, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=5, min_samples_split=13, n_estimators=1200, total=   3.8s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=6, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=6, min_samples_split=7, n_estimators=900, total=   2.8s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=6, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=5, min_samples_split=13, n_estimators=1200, total=   3.9s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=6, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=6, min_samples_split=7, n_estimators=900, total=   2.6s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=6, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=6, min_samples_split=7, n_estimators=900, total=   2.7s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=6, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=6, min_samples_split=7, n_estimators=1000, total=   2.9s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=6, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=6, min_samples_split=7, n_estimators=1000, total=   2.8s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=6, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=6, min_samples_split=7, n_estimators=1000, total=   3.0s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=6, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=6, min_samples_split=7, n_estimators=1200, total=   3.8s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=6, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=6, min_samples_split=7, n_estimators=1200, total=   3.6s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=6, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=6, min_samples_split=7, n_estimators=1200, total=   3.8s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=6, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=6, min_samples_split=10, n_estimators=900, total=   2.9s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=6, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=6, min_samples_split=10, n_estimators=900, total=   2.8s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=6, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=6, min_samples_split=10, n_estimators=900, total=   2.9s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=6, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=6, min_samples_split=10, n_estimators=1000, total=   3.3s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=6, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=6, min_samples_split=10, n_estimators=1000, total=   3.1s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=6, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=6, min_samples_split=10, n_estimators=1000, total=   2.9s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=6, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=6, min_samples_split=10, n_estimators=1200, total=   3.4s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=6, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=6, min_samples_split=10, n_estimators=1200, total=   3.5s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=6, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=6, min_samples_split=10, n_estimators=1200, total=   3.9s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=6, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=6, min_samples_split=13, n_estimators=900, total=   2.9s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=6, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=6, min_samples_split=13, n_estimators=900, total=   3.4s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=6, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=6, min_samples_split=13, n_estimators=900, total=   3.6s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=6, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=6, min_samples_split=13, n_estimators=1000, total=   3.6s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=6, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=6, min_samples_split=13, n_estimators=1000, total=   3.3s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=6, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=6, min_samples_split=13, n_estimators=1000, total=   3.0s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=7, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=6, min_samples_split=13, n_estimators=1200, total=   3.6s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=7, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=6, min_samples_split=13, n_estimators=1200, total=   3.5s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=7, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=6, min_samples_split=13, n_estimators=1200, total=   3.4s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=7, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=7, min_samples_split=7, n_estimators=900, total=   2.6s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=7, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=7, min_samples_split=7, n_estimators=900, total=   2.8s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=7, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=7, min_samples_split=7, n_estimators=900, total=   3.1s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=7, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=7, min_samples_split=7, n_estimators=1000, total=   3.4s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=7, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=7, min_samples_split=7, n_estimators=1000, total=   3.5s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=7, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=7, min_samples_split=7, n_estimators=1000, total=   3.1s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=7, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=7, min_samples_split=7, n_estimators=1200, total=   3.7s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=7, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=7, min_samples_split=7, n_estimators=1200, total=   3.7s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=7, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=7, min_samples_split=7, n_estimators=1200, total=   3.7s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=7, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=7, min_samples_split=10, n_estimators=900, total=   2.5s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=7, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=7, min_samples_split=10, n_estimators=900, total=   2.5s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=7, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=7, min_samples_split=10, n_estimators=900, total=   2.6s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=7, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=7, min_samples_split=10, n_estimators=1000, total=   2.7s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=7, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=7, min_samples_split=10, n_estimators=1000, total=   2.9s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=7, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=7, min_samples_split=10, n_estimators=1000, total=   3.0s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=7, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=7, min_samples_split=10, n_estimators=1200, total=   3.8s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=7, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=7, min_samples_split=10, n_estimators=1200, total=   3.8s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=7, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=7, min_samples_split=10, n_estimators=1200, total=   3.7s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=7, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=7, min_samples_split=13, n_estimators=900, total=   2.9s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=7, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=7, min_samples_split=13, n_estimators=900, total=   2.9s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=7, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=7, min_samples_split=13, n_estimators=900, total=   2.6s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=7, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=7, min_samples_split=13, n_estimators=1000, total=   2.8s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=7, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=7, min_samples_split=13, n_estimators=1000, total=   2.9s\n[CV] bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=7, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=7, min_samples_split=13, n_estimators=1000, total=   2.8s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=5, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=7, min_samples_split=13, n_estimators=1200, total=   3.4s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=5, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=7, min_samples_split=13, n_estimators=1200, total=   3.5s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=5, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=3, min_samples_leaf=7, min_samples_split=13, n_estimators=1200, total=   3.7s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=5, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=5, min_samples_split=7, n_estimators=900, total=   3.3s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=5, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=5, min_samples_split=7, n_estimators=900, total=   3.0s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=5, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=5, min_samples_split=7, n_estimators=900, total=   3.6s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=5, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=5, min_samples_split=7, n_estimators=1000, total=   4.4s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=5, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=5, min_samples_split=7, n_estimators=1000, total=   5.6s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=5, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=5, min_samples_split=7, n_estimators=1000, total=   4.6s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=5, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=5, min_samples_split=7, n_estimators=1200, total=   5.5s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=5, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=5, min_samples_split=7, n_estimators=1200, total=   4.2s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=5, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=5, min_samples_split=10, n_estimators=900, total=   3.2s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=5, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=5, min_samples_split=7, n_estimators=1200, total=   4.5s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=5, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=5, min_samples_split=10, n_estimators=900, total=   3.4s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=5, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=5, min_samples_split=10, n_estimators=900, total=   3.5s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=5, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=5, min_samples_split=10, n_estimators=1000, total=   3.6s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=5, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=5, min_samples_split=10, n_estimators=1000, total=   3.5s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=5, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=5, min_samples_split=10, n_estimators=1000, total=   3.7s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=5, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=5, min_samples_split=10, n_estimators=1200, total=   4.2s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=5, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=5, min_samples_split=13, n_estimators=900, total=   3.1s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=5, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=5, min_samples_split=10, n_estimators=1200, total=   4.5s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=5, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=5, min_samples_split=10, n_estimators=1200, total=   4.5s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=5, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=5, min_samples_split=13, n_estimators=900, total=   3.3s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=5, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=5, min_samples_split=13, n_estimators=900, total=   3.7s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=5, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=5, min_samples_split=13, n_estimators=1000, total=   3.6s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=5, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=5, min_samples_split=13, n_estimators=1000, total=   3.9s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=5, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=5, min_samples_split=13, n_estimators=1000, total=   3.6s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=6, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=5, min_samples_split=13, n_estimators=1200, total=   3.8s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=6, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=5, min_samples_split=13, n_estimators=1200, total=   4.0s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=6, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=5, min_samples_split=13, n_estimators=1200, total=   3.8s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=6, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=6, min_samples_split=7, n_estimators=900, total=   3.0s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=6, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=6, min_samples_split=7, n_estimators=900, total=   2.9s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=6, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=6, min_samples_split=7, n_estimators=900, total=   3.0s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=6, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=6, min_samples_split=7, n_estimators=1000, total=   3.3s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=6, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=6, min_samples_split=7, n_estimators=1000, total=   3.6s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=6, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=6, min_samples_split=7, n_estimators=1000, total=   3.6s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=6, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=6, min_samples_split=7, n_estimators=1200, total=   4.1s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=6, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=6, min_samples_split=7, n_estimators=1200, total=   3.9s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=6, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=6, min_samples_split=7, n_estimators=1200, total=   4.0s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=6, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=6, min_samples_split=10, n_estimators=900, total=   2.9s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=6, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=6, min_samples_split=10, n_estimators=900, total=   2.8s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=6, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=6, min_samples_split=10, n_estimators=900, total=   2.9s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=6, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=6, min_samples_split=10, n_estimators=1000, total=   3.2s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=6, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=6, min_samples_split=10, n_estimators=1000, total=   3.5s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=6, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=6, min_samples_split=10, n_estimators=1000, total=   3.2s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=6, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=6, min_samples_split=10, n_estimators=1200, total=   4.3s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=6, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=6, min_samples_split=10, n_estimators=1200, total=   4.2s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=6, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=6, min_samples_split=13, n_estimators=900, total=   3.1s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=6, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=6, min_samples_split=10, n_estimators=1200, total=   4.1s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=6, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=6, min_samples_split=13, n_estimators=900, total=   2.9s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=6, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=6, min_samples_split=13, n_estimators=900, total=   2.8s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=6, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=6, min_samples_split=13, n_estimators=1000, total=   3.2s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=6, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=6, min_samples_split=13, n_estimators=1000, total=   3.1s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=6, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=6, min_samples_split=13, n_estimators=1000, total=   3.3s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=7, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=6, min_samples_split=13, n_estimators=1200, total=   4.0s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=7, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=6, min_samples_split=13, n_estimators=1200, total=   4.1s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=7, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=7, min_samples_split=7, n_estimators=900, total=   3.2s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=7, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=6, min_samples_split=13, n_estimators=1200, total=   4.1s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=7, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=7, min_samples_split=7, n_estimators=900, total=   3.0s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=7, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=7, min_samples_split=7, n_estimators=900, total=   2.8s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=7, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=7, min_samples_split=7, n_estimators=1000, total=   3.1s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=7, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=7, min_samples_split=7, n_estimators=1000, total=   3.2s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=7, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=7, min_samples_split=7, n_estimators=1000, total=   3.2s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=7, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=7, min_samples_split=7, n_estimators=1200, total=   3.7s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=7, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=7, min_samples_split=7, n_estimators=1200, total=   3.7s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=7, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=7, min_samples_split=7, n_estimators=1200, total=   3.9s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=7, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=7, min_samples_split=10, n_estimators=900, total=   3.1s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=7, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=7, min_samples_split=10, n_estimators=900, total=   3.1s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=7, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=7, min_samples_split=10, n_estimators=900, total=   3.2s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=7, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=7, min_samples_split=10, n_estimators=1000, total=   3.5s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=7, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=7, min_samples_split=10, n_estimators=1000, total=   3.3s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=7, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=7, min_samples_split=10, n_estimators=1000, total=   3.2s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=7, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=7, min_samples_split=10, n_estimators=1200, total=   3.8s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=7, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=7, min_samples_split=10, n_estimators=1200, total=   3.8s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=7, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=7, min_samples_split=13, n_estimators=900, total=   2.9s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=7, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=7, min_samples_split=10, n_estimators=1200, total=   3.9s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=7, min_samples_split=13, n_estimators=1000 \n","output_type":"stream"},{"name":"stderr","text":"[Parallel(n_jobs=-1)]: Done 640 tasks      | elapsed: 10.4min\n","output_type":"stream"},{"name":"stdout","text":"[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=7, min_samples_split=13, n_estimators=900, total=   3.0s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=7, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=7, min_samples_split=13, n_estimators=900, total=   2.9s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=7, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=7, min_samples_split=13, n_estimators=1000, total=   3.3s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=7, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=7, min_samples_split=13, n_estimators=1000, total=   3.7s\n[CV] bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=7, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=7, min_samples_split=13, n_estimators=1000, total=   3.4s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=7, min_samples_split=13, n_estimators=1200, total=   4.0s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=7, min_samples_split=13, n_estimators=1200, total=   3.8s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=4, min_samples_leaf=7, min_samples_split=13, n_estimators=1200, total=   3.9s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=900, total=   3.7s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=900, total=   3.6s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=900, total=   3.7s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1000, total=   4.3s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1000, total=   4.5s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1000, total=   4.9s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=5, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1200, total=   5.2s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=5, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1200, total=   5.1s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=5, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=5, min_samples_split=7, n_estimators=1200, total=   4.8s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=5, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=5, min_samples_split=10, n_estimators=900, total=   3.7s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=5, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=5, min_samples_split=10, n_estimators=900, total=   3.6s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=5, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=5, min_samples_split=10, n_estimators=900, total=   3.7s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=5, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=5, min_samples_split=10, n_estimators=1000, total=   4.4s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=5, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=5, min_samples_split=10, n_estimators=1000, total=   4.4s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=5, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=5, min_samples_split=10, n_estimators=1000, total=   4.4s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=5, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=5, min_samples_split=10, n_estimators=1200, total=   4.9s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=5, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=5, min_samples_split=10, n_estimators=1200, total=   5.0s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=5, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=5, min_samples_split=10, n_estimators=1200, total=   4.7s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=5, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=5, min_samples_split=13, n_estimators=900, total=   3.6s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=5, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=5, min_samples_split=13, n_estimators=900, total=   3.6s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=5, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=5, min_samples_split=13, n_estimators=900, total=   3.7s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=5, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=5, min_samples_split=13, n_estimators=1000, total=   4.2s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=5, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=5, min_samples_split=13, n_estimators=1000, total=   4.2s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=5, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=5, min_samples_split=13, n_estimators=1000, total=   4.2s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=5, min_samples_split=13, n_estimators=1200, total=   5.0s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=5, min_samples_split=13, n_estimators=1200, total=   4.8s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=5, min_samples_split=13, n_estimators=1200, total=   4.7s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=900, total=   3.5s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=900, total=   3.7s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=900, total=   3.7s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1000, total=   3.9s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1000, total=   4.2s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1000, total=   4.2s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=6, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1200, total=   4.9s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=6, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1200, total=   4.8s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=6, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=6, min_samples_split=7, n_estimators=1200, total=   4.8s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=6, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=6, min_samples_split=10, n_estimators=900, total=   3.4s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=6, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=6, min_samples_split=10, n_estimators=900, total=   3.5s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=6, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=6, min_samples_split=10, n_estimators=900, total=   3.6s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=6, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=6, min_samples_split=10, n_estimators=1000, total=   4.0s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=6, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=6, min_samples_split=10, n_estimators=1000, total=   4.1s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=6, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=6, min_samples_split=10, n_estimators=1000, total=   4.4s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=6, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=6, min_samples_split=10, n_estimators=1200, total=   7.3s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=6, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=6, min_samples_split=10, n_estimators=1200, total=   6.2s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=6, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=6, min_samples_split=10, n_estimators=1200, total=   5.7s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=6, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=6, min_samples_split=13, n_estimators=900, total=   4.6s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=6, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=6, min_samples_split=13, n_estimators=900, total=   3.6s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=6, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=6, min_samples_split=13, n_estimators=900, total=   3.9s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=6, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=6, min_samples_split=13, n_estimators=1000, total=   4.3s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=6, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=6, min_samples_split=13, n_estimators=1000, total=   4.0s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=6, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=6, min_samples_split=13, n_estimators=1000, total=   4.3s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=7, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=6, min_samples_split=13, n_estimators=1200, total=   5.3s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=7, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=6, min_samples_split=13, n_estimators=1200, total=   4.8s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=7, min_samples_split=7, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=6, min_samples_split=13, n_estimators=1200, total=   5.3s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=7, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=7, min_samples_split=7, n_estimators=900, total=   3.8s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=7, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=7, min_samples_split=7, n_estimators=900, total=   4.3s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=7, min_samples_split=7, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=7, min_samples_split=7, n_estimators=900, total=   4.6s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=7, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=7, min_samples_split=7, n_estimators=1000, total=   4.5s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=7, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=7, min_samples_split=7, n_estimators=1000, total=   4.4s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=7, min_samples_split=7, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=7, min_samples_split=7, n_estimators=1000, total=   4.0s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=7, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=7, min_samples_split=7, n_estimators=1200, total=   4.6s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=7, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=7, min_samples_split=7, n_estimators=1200, total=   4.7s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=7, min_samples_split=10, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=7, min_samples_split=7, n_estimators=1200, total=   4.8s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=7, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=7, min_samples_split=10, n_estimators=900, total=   3.8s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=7, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=7, min_samples_split=10, n_estimators=900, total=   4.4s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=7, min_samples_split=10, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=7, min_samples_split=10, n_estimators=900, total=   4.8s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=7, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=7, min_samples_split=10, n_estimators=1000, total=   4.7s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=7, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=7, min_samples_split=10, n_estimators=1000, total=   4.6s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=7, min_samples_split=10, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=7, min_samples_split=10, n_estimators=1000, total=   3.8s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=7, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=7, min_samples_split=10, n_estimators=1200, total=   4.6s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=7, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=7, min_samples_split=10, n_estimators=1200, total=   4.6s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=7, min_samples_split=13, n_estimators=900 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=7, min_samples_split=10, n_estimators=1200, total=   4.7s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=7, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=7, min_samples_split=13, n_estimators=900, total=   3.5s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=7, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=7, min_samples_split=13, n_estimators=900, total=   3.8s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=7, min_samples_split=13, n_estimators=1000 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=7, min_samples_split=13, n_estimators=900, total=   4.0s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=7, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=7, min_samples_split=13, n_estimators=1000, total=   4.2s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=7, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=7, min_samples_split=13, n_estimators=1000, total=   4.3s\n[CV] bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=7, min_samples_split=13, n_estimators=1200 \n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=7, min_samples_split=13, n_estimators=1000, total=   3.9s\n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=7, min_samples_split=13, n_estimators=1200, total=   3.8s\n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=7, min_samples_split=13, n_estimators=1200, total=   4.5s\n[CV]  bootstrap=True, max_depth=None, max_features=auto, min_samples_leaf=7, min_samples_split=13, n_estimators=1200, total=   4.1s\n","output_type":"stream"},{"name":"stderr","text":"[Parallel(n_jobs=-1)]: Done 729 out of 729 | elapsed: 12.1min finished\n","output_type":"stream"},{"execution_count":24,"output_type":"execute_result","data":{"text/plain":"GridSearchCV(cv=3, error_score='raise',\n       estimator=RandomForestRegressor(bootstrap=True, criterion='mse', max_depth=None,\n           max_features='auto', max_leaf_nodes=None,\n           min_impurity_decrease=0.0, min_impurity_split=None,\n           min_samples_leaf=1, min_samples_split=2,\n           min_weight_fraction_leaf=0.0, n_estimators=10, n_jobs=1,\n           oob_score=False, random_state=None, verbose=0, warm_start=False),\n       fit_params=None, iid=True, n_jobs=-1,\n       param_grid={'bootstrap': [True], 'max_depth': [12, 15, None], 'max_features': [3, 4, 'auto'], 'min_samples_leaf': [5, 6, 7], 'min_samples_split': [7, 10, 13], 'n_estimators': [900, 1000, 1200]},\n       pre_dispatch='2*n_jobs', refit=True, return_train_score='warn',\n       scoring='neg_mean_absolute_error', verbose=2)"},"metadata":{}}]},{"cell_type":"code","source":"grid_search_ad.best_params_","metadata":{},"execution_count":25,"outputs":[{"execution_count":25,"output_type":"execute_result","data":{"text/plain":"{'bootstrap': True,\n 'max_depth': 15,\n 'max_features': 4,\n 'min_samples_leaf': 7,\n 'min_samples_split': 10,\n 'n_estimators': 900}"},"metadata":{}}]},{"cell_type":"code","source":"best_grid_ad = grid_search_ad.best_estimator_\nevaluate(best_grid_ad, test_features, test_labels)","metadata":{},"execution_count":27,"outputs":[{"name":"stdout","text":"平均气温误差. 3.66093700651\nAccuracy = 93.82%.\n","output_type":"stream"}]},{"cell_type":"markdown","source":"93.82%最优","metadata":{}},{"cell_type":"markdown","source":"## 最终模型","metadata":{}},{"cell_type":"code","source":"print('最终模型参数:\\n')\npprint(best_grid_ad.get_params())","metadata":{},"execution_count":28,"outputs":[{"name":"stdout","text":"最终模型参数:\n\n{'bootstrap': True,\n 'criterion': 'mse',\n 'max_depth': 15,\n 'max_features': 4,\n 'max_leaf_nodes': None,\n 'min_impurity_decrease': 0.0,\n 'min_impurity_split': None,\n 'min_samples_leaf': 7,\n 'min_samples_split': 10,\n 'min_weight_fraction_leaf': 0.0,\n 'n_estimators': 900,\n 'n_jobs': 1,\n 'oob_score': False,\n 'random_state': None,\n 'verbose': 0,\n 'warm_start': False}\n","output_type":"stream"}]}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"name":"python","version":"3.6.8","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat":4,"nbformat_minor":2}